cat("Cat images:", "\n")
Cat images:
cat("total training cat images:", length(list.files(train_cats_dir)), "\n")
total training cat images: 1000
cat("total validation cat images:", length(list.files(valid_cats_dir)), "\n")
total validation cat images: 500
cat("total test cat images:", length(list.files(test_cats_dir)), "\n\n")
total test cat images: 500
cat("Dog images:", "\n")
Dog images:
cat("total training dog images:", length(list.files(train_dogs_dir)), "\n")
total training dog images: 1000
cat("total validation dog images:", length(list.files(valid_dogs_dir)), "\n")
total validation dog images: 500
cat("total test dog images:", length(list.files(test_dogs_dir)), "\n")
total test dog images: 500
model <- keras_model_sequential() %>%
layer_conv_2d(filters = 32, kernel_size = c(3, 3), activation = "relu", input_shape = c(150, 150, 3)) %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_conv_2d(filters = 64, kernel_size = c(3, 3), activation = "relu") %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_conv_2d(filters = 128, kernel_size = c(3, 3), activation = "relu") %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_conv_2d(filters = 128, kernel_size = c(3, 3), activation = "relu") %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_flatten() %>%
layer_dense(units = 512, activation = "relu") %>%
layer_dense(units = 1, activation = "sigmoid")
summary(model)
Compile the model:
model %>% compile(
loss = "binary_crossentropy",
optimizer = optimizer_rmsprop(lr = 1e-4),
metrics = "accuracy"
)
Use image_data_generator()
train_datagen <- image_data_generator(rescale = 1/255)
valid_datagen <- image_data_generator(rescale = 1/255)
train_generator <- flow_images_from_directory(
train_dir,
train_datagen,
target_size = c(150, 150),
batch_size = 20,
class_mode = "binary"
)
validation_generator <- flow_images_from_directory(
valid_dir,
valid_datagen,
target_size = c(150, 150),
batch_size = 20,
class_mode = "binary"
)
View batches
batch <- generator_next(train_generator)
str(batch)
List of 2
$ : num [1:20, 1:150, 1:150, 1:3] 0.627 0.149 0.196 0.118 0.227 ...
$ : num [1:20(1d)] 1 0 1 0 0 0 1 1 1 1 ...
history <- model %>% fit_generator(
train_generator,
steps_per_epoch = 100,
epochs = 30,
validation_data = validation_generator,
validation_steps = 50
)
View history
plot(history)
model %>% save_model_hdf5("cats_and_dogs_small_1.h5")
datagen <- image_data_generator(
rescale = 1/255,
rotation_range = 40,
width_shift_range = 0.2,
height_shift_range = 0.2,
shear_range = 0.2,
zoom_range = 0.2,
horizontal_flip = TRUE,
fill_mode = "nearest"
)
fnames <- list.files(train_cats_dir, full.names = TRUE)
img_path <- fnames[[1]]
img <- image_load(img_path, target_size = c(150, 150))
img_array <- image_to_array(img)
img_array <- array_reshape(img_array, c(1, 150, 150, 3))
augmentation_generator <- flow_images_from_data(
img_array,
generator = datagen,
batch_size = 1
)
op <- par(mfrow = c(2, 2), pty = "s", mar = c(1, 0, 1, 0))
for (i in 1:4) {
batch <- generator_next(augmentation_generator)
plot(as.raster(batch[1,,,]))
}
par(op)
model <- keras_model_sequential() %>%
layer_conv_2d(filters = 32, kernel_size = c(3, 3), activation = "relu", input_shape = c(150, 150, 3)) %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_conv_2d(filters = 64, kernel_size = c(3, 3), activation = "relu") %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_conv_2d(filters = 128, kernel_size = c(3, 3), activation = "relu") %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_conv_2d(filters = 128, kernel_size = c(3, 3), activation = "relu") %>%
layer_max_pooling_2d(pool_size = c(2, 2)) %>%
layer_flatten() %>%
layer_dense(units = 512, activation = "relu") %>%
layer_dense(units = 1, activation = "sigmoid")
model %>% compile(
loss = "binary_crossentropy",
optimizer = optimizer_rmsprop(lr = 1e-4),
metrics = "accuracy"
)
datagen <- image_data_generator(
rescale = 1/255,
rotation_range = 40,
width_shift_range = 0.2,
height_shift_range = 0.2,
shear_range = 0.2,
zoom_range = 0.2,
horizontal_flip = TRUE,
)
test_datagen <- image_data_generator(rescale = 1/255)
train_generator <- flow_images_from_directory(
train_dir,
datagen,
target_size = c(150, 150),
batch_size = 32,
class_mode = "binary"
)
validation_generator <- flow_images_from_directory(
valid_dir,
test_datagen,
target_size = c(150, 150),
batch_size = 32,
class_mode = "binary"
)
history <- model %>%
fit_generator(
train_generator,
steps_per_epoch = 100,
epochs = 100,
validation_data = validation_generator,
validation_steps = 50
)
2019-10-14 21:12:10.224374: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
Found 2000 images belonging to 2 classes.
Found 1000 images belonging to 2 classes.
Epoch 1/100
1/100 [..............................] - ETA: 1:57 - loss: 0.6931 - acc: 0.5000
2/100 [..............................] - ETA: 1:19 - loss: 0.6706 - acc: 0.5781
3/100 [..............................] - ETA: 1:07 - loss: 0.6761 - acc: 0.5729
4/100 [>.............................] - ETA: 1:01 - loss: 0.6768 - acc: 0.5781
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90/100 [==========================>...] - ETA: 5s - loss: 0.6907 - acc: 0.5339
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93/100 [==========================>...] - ETA: 3s - loss: 0.6904 - acc: 0.5365
94/100 [===========================>..] - ETA: 3s - loss: 0.6902 - acc: 0.5374
95/100 [===========================>..] - ETA: 2s - loss: 0.6902 - acc: 0.5377
96/100 [===========================>..] - ETA: 2s - loss: 0.6900 - acc: 0.5389
97/100 [============================>.] - ETA: 1s - loss: 0.6898 - acc: 0.5395
98/100 [============================>.] - ETA: 1s - loss: 0.6896 - acc: 0.5391
99/100 [============================>.] - ETA: 0s - loss: 0.6896 - acc: 0.5387
100/100 [==============================] - 59s 588ms/step - loss: 0.6897 - acc: 0.5371 - val_loss: 0.6823 - val_acc: 0.5590
Epoch 2/100
1/100 [..............................] - ETA: 57s - loss: 0.7141 - acc: 0.4062
2/100 [..............................] - ETA: 57s - loss: 0.6829 - acc: 0.4844
3/100 [..............................] - ETA: 54s - loss: 0.6950 - acc: 0.4583
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7/100 [=>............................] - ETA: 53s - loss: 0.6903 - acc: 0.5491
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94/100 [===========================>..] - ETA: 3s - loss: 0.6762 - acc: 0.5753
95/100 [===========================>..] - ETA: 2s - loss: 0.6764 - acc: 0.5755
96/100 [===========================>..] - ETA: 2s - loss: 0.6762 - acc: 0.5763
97/100 [============================>.] - ETA: 1s - loss: 0.6759 - acc: 0.5778
98/100 [============================>.] - ETA: 1s - loss: 0.6756 - acc: 0.5776
99/100 [============================>.] - ETA: 0s - loss: 0.6756 - acc: 0.5775
100/100 [==============================] - 65s 654ms/step - loss: 0.6754 - acc: 0.5792 - val_loss: 0.6523 - val_acc: 0.6060
Epoch 3/100
1/100 [..............................] - ETA: 54s - loss: 0.6595 - acc: 0.5312
2/100 [..............................] - ETA: 54s - loss: 0.6531 - acc: 0.5781
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100/100 [==============================] - 65s 646ms/step - loss: 0.6452 - acc: 0.6121 - val_loss: 0.6233 - val_acc: 0.6478
Epoch 4/100
1/100 [..............................] - ETA: 55s - loss: 0.5980 - acc: 0.6875
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99/100 [============================>.] - ETA: 0s - loss: 0.6230 - acc: 0.6459
100/100 [==============================] - 64s 640ms/step - loss: 0.6235 - acc: 0.6454 - val_loss: 0.6171 - val_acc: 0.6352
Epoch 5/100
1/100 [..............................] - ETA: 56s - loss: 0.6692 - acc: 0.6250
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99/100 [============================>.] - ETA: 0s - loss: 0.6141 - acc: 0.6614
100/100 [==============================] - 64s 638ms/step - loss: 0.6141 - acc: 0.6610 - val_loss: 0.6103 - val_acc: 0.6783
Epoch 6/100
1/100 [..............................] - ETA: 55s - loss: 0.6844 - acc: 0.5938
2/100 [..............................] - ETA: 55s - loss: 0.6215 - acc: 0.6875
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97/100 [============================>.] - ETA: 1s - loss: 0.6087 - acc: 0.6648
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99/100 [============================>.] - ETA: 0s - loss: 0.6081 - acc: 0.6640
100/100 [==============================] - 65s 647ms/step - loss: 0.6082 - acc: 0.6636 - val_loss: 0.5936 - val_acc: 0.6720
Epoch 7/100
1/100 [..............................] - ETA: 55s - loss: 0.6246 - acc: 0.5938
2/100 [..............................] - ETA: 53s - loss: 0.6316 - acc: 0.5938
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97/100 [============================>.] - ETA: 1s - loss: 0.5881 - acc: 0.6820
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99/100 [============================>.] - ETA: 0s - loss: 0.5858 - acc: 0.6840
100/100 [==============================] - 64s 635ms/step - loss: 0.5861 - acc: 0.6831 - val_loss: 0.5935 - val_acc: 0.6732
Epoch 8/100
1/100 [..............................] - ETA: 55s - loss: 0.6040 - acc: 0.5938
2/100 [..............................] - ETA: 53s - loss: 0.6127 - acc: 0.5938
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99/100 [============================>.] - ETA: 0s - loss: 0.5866 - acc: 0.6875
100/100 [==============================] - 61s 611ms/step - loss: 0.5869 - acc: 0.6866 - val_loss: 0.5532 - val_acc: 0.7081
Epoch 9/100
1/100 [..............................] - ETA: 53s - loss: 0.5203 - acc: 0.7500
2/100 [..............................] - ETA: 53s - loss: 0.5002 - acc: 0.7500
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97/100 [============================>.] - ETA: 1s - loss: 0.5706 - acc: 0.6927
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99/100 [============================>.] - ETA: 0s - loss: 0.5728 - acc: 0.6910
100/100 [==============================] - 62s 622ms/step - loss: 0.5720 - acc: 0.6913 - val_loss: 0.5561 - val_acc: 0.7081
Epoch 10/100
1/100 [..............................] - ETA: 53s - loss: 0.6144 - acc: 0.6250
2/100 [..............................] - ETA: 54s - loss: 0.6035 - acc: 0.6406
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97/100 [============================>.] - ETA: 1s - loss: 0.5706 - acc: 0.7051
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99/100 [============================>.] - ETA: 0s - loss: 0.5698 - acc: 0.7073
100/100 [==============================] - 62s 617ms/step - loss: 0.5707 - acc: 0.7068 - val_loss: 0.5330 - val_acc: 0.7214
Epoch 11/100
1/100 [..............................] - ETA: 50s - loss: 0.5280 - acc: 0.7188
2/100 [..............................] - ETA: 50s - loss: 0.5611 - acc: 0.7031
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11/100 [==>...........................] - ETA: 47s - loss: 0.5641 - acc: 0.7216
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97/100 [============================>.] - ETA: 1s - loss: 0.5541 - acc: 0.7161
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99/100 [============================>.] - ETA: 0s - loss: 0.5533 - acc: 0.7168
100/100 [==============================] - 62s 624ms/step - loss: 0.5524 - acc: 0.7172 - val_loss: 0.5298 - val_acc: 0.7234
Epoch 12/100
1/100 [..............................] - ETA: 52s - loss: 0.5190 - acc: 0.8125
2/100 [..............................] - ETA: 53s - loss: 0.4960 - acc: 0.7969
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97/100 [============================>.] - ETA: 1s - loss: 0.5560 - acc: 0.7170
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99/100 [============================>.] - ETA: 0s - loss: 0.5552 - acc: 0.7176
100/100 [==============================] - 62s 624ms/step - loss: 0.5555 - acc: 0.7170 - val_loss: 0.6092 - val_acc: 0.6669
Epoch 13/100
1/100 [..............................] - ETA: 52s - loss: 0.8243 - acc: 0.5312
2/100 [..............................] - ETA: 53s - loss: 0.7033 - acc: 0.5625
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99/100 [============================>.] - ETA: 0s - loss: 0.5572 - acc: 0.7141
100/100 [==============================] - 62s 620ms/step - loss: 0.5574 - acc: 0.7142 - val_loss: 0.5084 - val_acc: 0.7437
Epoch 14/100
1/100 [..............................] - ETA: 54s - loss: 0.5040 - acc: 0.8125
2/100 [..............................] - ETA: 53s - loss: 0.4992 - acc: 0.7969
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95/100 [===========================>..] - ETA: 2s - loss: 0.5412 - acc: 0.7267
96/100 [===========================>..] - ETA: 2s - loss: 0.5397 - acc: 0.7280
97/100 [============================>.] - ETA: 1s - loss: 0.5411 - acc: 0.7272
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99/100 [============================>.] - ETA: 0s - loss: 0.5417 - acc: 0.7258
100/100 [==============================] - 61s 609ms/step - loss: 0.5414 - acc: 0.7263 - val_loss: 0.5262 - val_acc: 0.7202
Epoch 15/100
1/100 [..............................] - ETA: 53s - loss: 0.4527 - acc: 0.7812
2/100 [..............................] - ETA: 54s - loss: 0.5579 - acc: 0.7344
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97/100 [============================>.] - ETA: 1s - loss: 0.5400 - acc: 0.7279
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99/100 [============================>.] - ETA: 0s - loss: 0.5397 - acc: 0.7283
100/100 [==============================] - 61s 614ms/step - loss: 0.5396 - acc: 0.7289 - val_loss: 0.5077 - val_acc: 0.7303
Epoch 16/100
1/100 [..............................] - ETA: 54s - loss: 0.3204 - acc: 0.8438
2/100 [..............................] - ETA: 53s - loss: 0.3699 - acc: 0.8438
3/100 [..............................] - ETA: 51s - loss: 0.4300 - acc: 0.8229
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100/100 [==============================] - 59s 592ms/step - loss: 0.5254 - acc: 0.7403 - val_loss: 0.5490 - val_acc: 0.7176
Epoch 17/100
1/100 [..............................] - ETA: 54s - loss: 0.5846 - acc: 0.5938
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97/100 [============================>.] - ETA: 1s - loss: 0.5333 - acc: 0.7321
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99/100 [============================>.] - ETA: 0s - loss: 0.5335 - acc: 0.7321
100/100 [==============================] - 58s 584ms/step - loss: 0.5332 - acc: 0.7320 - val_loss: 0.5467 - val_acc: 0.7157
Epoch 18/100
1/100 [..............................] - ETA: 51s - loss: 0.5472 - acc: 0.6562
2/100 [..............................] - ETA: 54s - loss: 0.4710 - acc: 0.7500
3/100 [..............................] - ETA: 53s - loss: 0.4606 - acc: 0.7917
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86/100 [========================>.....] - ETA: 7s - loss: 0.5300 - acc: 0.7350
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94/100 [===========================>..] - ETA: 3s - loss: 0.5281 - acc: 0.7359
95/100 [===========================>..] - ETA: 2s - loss: 0.5265 - acc: 0.7370
96/100 [===========================>..] - ETA: 2s - loss: 0.5279 - acc: 0.7362
97/100 [============================>.] - ETA: 1s - loss: 0.5270 - acc: 0.7363
98/100 [============================>.] - ETA: 1s - loss: 0.5266 - acc: 0.7368
99/100 [============================>.] - ETA: 0s - loss: 0.5267 - acc: 0.7363
100/100 [==============================] - 59s 590ms/step - loss: 0.5275 - acc: 0.7358 - val_loss: 0.5459 - val_acc: 0.7145
Epoch 19/100
1/100 [..............................] - ETA: 52s - loss: 0.5186 - acc: 0.6562
2/100 [..............................] - ETA: 53s - loss: 0.5193 - acc: 0.7031
3/100 [..............................] - ETA: 52s - loss: 0.4990 - acc: 0.7292
4/100 [>.............................] - ETA: 52s - loss: 0.5408 - acc: 0.7109
5/100 [>.............................] - ETA: 52s - loss: 0.5527 - acc: 0.6875
6/100 [>.............................] - ETA: 51s - loss: 0.5393 - acc: 0.6927
7/100 [=>............................] - ETA: 51s - loss: 0.5497 - acc: 0.6920
8/100 [=>............................] - ETA: 50s - loss: 0.5306 - acc: 0.7109
9/100 [=>............................] - ETA: 50s - loss: 0.5268 - acc: 0.7153
10/100 [==>...........................] - ETA: 49s - loss: 0.5298 - acc: 0.7188
11/100 [==>...........................] - ETA: 48s - loss: 0.5224 - acc: 0.7273
12/100 [==>...........................] - ETA: 48s - loss: 0.5303 - acc: 0.7214
13/100 [==>...........................] - ETA: 47s - loss: 0.5213 - acc: 0.7284
14/100 [===>..........................] - ETA: 47s - loss: 0.5164 - acc: 0.7344
15/100 [===>..........................] - ETA: 46s - loss: 0.5154 - acc: 0.7458
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20/100 [=====>........................] - ETA: 43s - loss: 0.4960 - acc: 0.7547
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86/100 [========================>.....] - ETA: 7s - loss: 0.5114 - acc: 0.7434
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91/100 [==========================>...] - ETA: 4s - loss: 0.5123 - acc: 0.7427
92/100 [==========================>...] - ETA: 4s - loss: 0.5127 - acc: 0.7418
93/100 [==========================>...] - ETA: 3s - loss: 0.5124 - acc: 0.7416
94/100 [===========================>..] - ETA: 3s - loss: 0.5121 - acc: 0.7413
95/100 [===========================>..] - ETA: 2s - loss: 0.5118 - acc: 0.7411
96/100 [===========================>..] - ETA: 2s - loss: 0.5134 - acc: 0.7392
97/100 [============================>.] - ETA: 1s - loss: 0.5132 - acc: 0.7396
98/100 [============================>.] - ETA: 1s - loss: 0.5124 - acc: 0.7391
99/100 [============================>.] - ETA: 0s - loss: 0.5135 - acc: 0.7383
100/100 [==============================] - 59s 588ms/step - loss: 0.5128 - acc: 0.7390 - val_loss: 0.4975 - val_acc: 0.7525
Epoch 20/100
1/100 [..............................] - ETA: 53s - loss: 0.4386 - acc: 0.7500
2/100 [..............................] - ETA: 53s - loss: 0.5321 - acc: 0.7344
3/100 [..............................] - ETA: 53s - loss: 0.4936 - acc: 0.7812
4/100 [>.............................] - ETA: 53s - loss: 0.5210 - acc: 0.7578
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7/100 [=>............................] - ETA: 52s - loss: 0.5075 - acc: 0.7411
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10/100 [==>...........................] - ETA: 50s - loss: 0.5128 - acc: 0.7344
11/100 [==>...........................] - ETA: 49s - loss: 0.5070 - acc: 0.7415
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14/100 [===>..........................] - ETA: 47s - loss: 0.4923 - acc: 0.7634
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96/100 [===========================>..] - ETA: 2s - loss: 0.5139 - acc: 0.7408
97/100 [============================>.] - ETA: 1s - loss: 0.5143 - acc: 0.7396
98/100 [============================>.] - ETA: 1s - loss: 0.5135 - acc: 0.7397
99/100 [============================>.] - ETA: 0s - loss: 0.5135 - acc: 0.7395
100/100 [==============================] - 59s 589ms/step - loss: 0.5128 - acc: 0.7399 - val_loss: 0.5031 - val_acc: 0.7481
Epoch 21/100
1/100 [..............................] - ETA: 54s - loss: 0.4837 - acc: 0.7188
2/100 [..............................] - ETA: 53s - loss: 0.4911 - acc: 0.7344
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40/100 [===========>..................] - ETA: 30s - loss: 0.5073 - acc: 0.7404
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97/100 [============================>.] - ETA: 1s - loss: 0.5067 - acc: 0.7520
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99/100 [============================>.] - ETA: 0s - loss: 0.5055 - acc: 0.7535
100/100 [==============================] - 58s 584ms/step - loss: 0.5064 - acc: 0.7529 - val_loss: 0.4702 - val_acc: 0.7519
Epoch 22/100
1/100 [..............................] - ETA: 51s - loss: 0.4886 - acc: 0.7500
2/100 [..............................] - ETA: 53s - loss: 0.5936 - acc: 0.6250
3/100 [..............................] - ETA: 52s - loss: 0.5340 - acc: 0.7083
4/100 [>.............................] - ETA: 52s - loss: 0.5196 - acc: 0.7422
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10/100 [==>...........................] - ETA: 49s - loss: 0.5272 - acc: 0.7375
11/100 [==>...........................] - ETA: 49s - loss: 0.5167 - acc: 0.7415
12/100 [==>...........................] - ETA: 48s - loss: 0.5128 - acc: 0.7474
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86/100 [========================>.....] - ETA: 7s - loss: 0.5037 - acc: 0.7507
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94/100 [===========================>..] - ETA: 3s - loss: 0.5052 - acc: 0.7527
95/100 [===========================>..] - ETA: 2s - loss: 0.5057 - acc: 0.7526
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97/100 [============================>.] - ETA: 1s - loss: 0.5053 - acc: 0.7526
98/100 [============================>.] - ETA: 1s - loss: 0.5038 - acc: 0.7538
99/100 [============================>.] - ETA: 0s - loss: 0.5046 - acc: 0.7538
100/100 [==============================] - 59s 590ms/step - loss: 0.5042 - acc: 0.7541 - val_loss: 0.4921 - val_acc: 0.7532
Epoch 23/100
1/100 [..............................] - ETA: 48s - loss: 0.4439 - acc: 0.8438
2/100 [..............................] - ETA: 49s - loss: 0.4340 - acc: 0.8125
3/100 [..............................] - ETA: 50s - loss: 0.4188 - acc: 0.8229
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91/100 [==========================>...] - ETA: 4s - loss: 0.5118 - acc: 0.7500
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94/100 [===========================>..] - ETA: 3s - loss: 0.5111 - acc: 0.7507
95/100 [===========================>..] - ETA: 2s - loss: 0.5105 - acc: 0.7507
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97/100 [============================>.] - ETA: 1s - loss: 0.5133 - acc: 0.7490
98/100 [============================>.] - ETA: 1s - loss: 0.5134 - acc: 0.7484
99/100 [============================>.] - ETA: 0s - loss: 0.5135 - acc: 0.7481
100/100 [==============================] - 59s 587ms/step - loss: 0.5125 - acc: 0.7491 - val_loss: 0.4869 - val_acc: 0.7703
Epoch 24/100
1/100 [..............................] - ETA: 52s - loss: 0.3710 - acc: 0.8438
2/100 [..............................] - ETA: 52s - loss: 0.5055 - acc: 0.7344
3/100 [..............................] - ETA: 52s - loss: 0.5022 - acc: 0.7188
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100/100 [==============================] - 58s 584ms/step - loss: 0.4982 - acc: 0.7541 - val_loss: 0.5421 - val_acc: 0.7354
Epoch 25/100
1/100 [..............................] - ETA: 52s - loss: 0.5862 - acc: 0.7500
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99/100 [============================>.] - ETA: 0s - loss: 0.4885 - acc: 0.7634
100/100 [==============================] - 59s 588ms/step - loss: 0.4892 - acc: 0.7626 - val_loss: 0.4813 - val_acc: 0.7773
Epoch 26/100
1/100 [..............................] - ETA: 54s - loss: 0.6481 - acc: 0.6875
2/100 [..............................] - ETA: 53s - loss: 0.5538 - acc: 0.7344
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85/100 [========================>.....] - ETA: 7s - loss: 0.4994 - acc: 0.7541
86/100 [========================>.....] - ETA: 7s - loss: 0.4992 - acc: 0.7548
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94/100 [===========================>..] - ETA: 3s - loss: 0.4979 - acc: 0.7564
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97/100 [============================>.] - ETA: 1s - loss: 0.4956 - acc: 0.7574
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99/100 [============================>.] - ETA: 0s - loss: 0.4971 - acc: 0.7563
100/100 [==============================] - 59s 591ms/step - loss: 0.4970 - acc: 0.7553 - val_loss: 0.4934 - val_acc: 0.7538
Epoch 27/100
1/100 [..............................] - ETA: 51s - loss: 0.4028 - acc: 0.8438
2/100 [..............................] - ETA: 52s - loss: 0.4446 - acc: 0.8594
3/100 [..............................] - ETA: 51s - loss: 0.4209 - acc: 0.8750
4/100 [>.............................] - ETA: 51s - loss: 0.4013 - acc: 0.8672
5/100 [>.............................] - ETA: 51s - loss: 0.4172 - acc: 0.8562
6/100 [>.............................] - ETA: 50s - loss: 0.4093 - acc: 0.8490
7/100 [=>............................] - ETA: 50s - loss: 0.4616 - acc: 0.8080
8/100 [=>............................] - ETA: 47s - loss: 0.4528 - acc: 0.8125
9/100 [=>............................] - ETA: 46s - loss: 0.4615 - acc: 0.8051
10/100 [==>...........................] - ETA: 46s - loss: 0.4650 - acc: 0.7993
11/100 [==>...........................] - ETA: 46s - loss: 0.4625 - acc: 0.8036
12/100 [==>...........................] - ETA: 46s - loss: 0.4656 - acc: 0.7989
13/100 [==>...........................] - ETA: 45s - loss: 0.4672 - acc: 0.7950
14/100 [===>..........................] - ETA: 45s - loss: 0.4782 - acc: 0.7824
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20/100 [=====>........................] - ETA: 42s - loss: 0.4659 - acc: 0.7917
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91/100 [==========================>...] - ETA: 4s - loss: 0.4783 - acc: 0.7722
92/100 [==========================>...] - ETA: 4s - loss: 0.4776 - acc: 0.7727
93/100 [==========================>...] - ETA: 3s - loss: 0.4780 - acc: 0.7717
94/100 [===========================>..] - ETA: 3s - loss: 0.4820 - acc: 0.7698
95/100 [===========================>..] - ETA: 2s - loss: 0.4832 - acc: 0.7683
96/100 [===========================>..] - ETA: 2s - loss: 0.4836 - acc: 0.7681
97/100 [============================>.] - ETA: 1s - loss: 0.4833 - acc: 0.7689
98/100 [============================>.] - ETA: 1s - loss: 0.4828 - acc: 0.7690
99/100 [============================>.] - ETA: 0s - loss: 0.4816 - acc: 0.7701
100/100 [==============================] - 59s 585ms/step - loss: 0.4828 - acc: 0.7699 - val_loss: 0.4481 - val_acc: 0.7900
Epoch 28/100
1/100 [..............................] - ETA: 50s - loss: 0.6047 - acc: 0.6562
2/100 [..............................] - ETA: 51s - loss: 0.5741 - acc: 0.6562
3/100 [..............................] - ETA: 50s - loss: 0.5329 - acc: 0.7292
4/100 [>.............................] - ETA: 50s - loss: 0.5150 - acc: 0.7266
5/100 [>.............................] - ETA: 50s - loss: 0.4857 - acc: 0.7500
6/100 [>.............................] - ETA: 49s - loss: 0.4703 - acc: 0.7500
7/100 [=>............................] - ETA: 49s - loss: 0.4496 - acc: 0.7589
8/100 [=>............................] - ETA: 48s - loss: 0.4269 - acc: 0.7852
9/100 [=>............................] - ETA: 48s - loss: 0.4434 - acc: 0.7743
10/100 [==>...........................] - ETA: 47s - loss: 0.4426 - acc: 0.7781
11/100 [==>...........................] - ETA: 47s - loss: 0.4514 - acc: 0.7699
12/100 [==>...........................] - ETA: 46s - loss: 0.4570 - acc: 0.7682
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94/100 [===========================>..] - ETA: 3s - loss: 0.4790 - acc: 0.7667
95/100 [===========================>..] - ETA: 2s - loss: 0.4806 - acc: 0.7659
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97/100 [============================>.] - ETA: 1s - loss: 0.4789 - acc: 0.7668
98/100 [============================>.] - ETA: 1s - loss: 0.4790 - acc: 0.7673
99/100 [============================>.] - ETA: 0s - loss: 0.4785 - acc: 0.7678
100/100 [==============================] - 59s 588ms/step - loss: 0.4792 - acc: 0.7666 - val_loss: 0.4977 - val_acc: 0.7563
Epoch 29/100
1/100 [..............................] - ETA: 52s - loss: 0.5418 - acc: 0.7500
2/100 [..............................] - ETA: 53s - loss: 0.4850 - acc: 0.7656
3/100 [..............................] - ETA: 53s - loss: 0.4274 - acc: 0.8021
4/100 [>.............................] - ETA: 53s - loss: 0.4631 - acc: 0.7812
5/100 [>.............................] - ETA: 52s - loss: 0.4569 - acc: 0.8000
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7/100 [=>............................] - ETA: 51s - loss: 0.4744 - acc: 0.7902
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100/100 [==============================] - 58s 584ms/step - loss: 0.4868 - acc: 0.7604 - val_loss: 0.4831 - val_acc: 0.7678
Epoch 30/100
1/100 [..............................] - ETA: 54s - loss: 0.4951 - acc: 0.6250
2/100 [..............................] - ETA: 54s - loss: 0.3925 - acc: 0.7656
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97/100 [============================>.] - ETA: 1s - loss: 0.4774 - acc: 0.7679
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99/100 [============================>.] - ETA: 0s - loss: 0.4783 - acc: 0.7672
100/100 [==============================] - 59s 588ms/step - loss: 0.4784 - acc: 0.7680 - val_loss: 0.4624 - val_acc: 0.7684
Epoch 31/100
1/100 [..............................] - ETA: 54s - loss: 0.4250 - acc: 0.8125
2/100 [..............................] - ETA: 53s - loss: 0.3673 - acc: 0.8281
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97/100 [============================>.] - ETA: 1s - loss: 0.4703 - acc: 0.7738
98/100 [============================>.] - ETA: 1s - loss: 0.4711 - acc: 0.7732
99/100 [============================>.] - ETA: 0s - loss: 0.4718 - acc: 0.7726
100/100 [==============================] - 59s 585ms/step - loss: 0.4726 - acc: 0.7721 - val_loss: 0.4592 - val_acc: 0.7849
Epoch 32/100
1/100 [..............................] - ETA: 51s - loss: 0.4282 - acc: 0.8125
2/100 [..............................] - ETA: 52s - loss: 0.3808 - acc: 0.8438
3/100 [..............................] - ETA: 52s - loss: 0.4079 - acc: 0.8229
4/100 [>.............................] - ETA: 52s - loss: 0.4382 - acc: 0.7812
5/100 [>.............................] - ETA: 51s - loss: 0.4385 - acc: 0.7750
6/100 [>.............................] - ETA: 50s - loss: 0.4277 - acc: 0.7812
7/100 [=>............................] - ETA: 50s - loss: 0.4314 - acc: 0.7857
8/100 [=>............................] - ETA: 50s - loss: 0.4256 - acc: 0.7891
9/100 [=>............................] - ETA: 49s - loss: 0.4329 - acc: 0.7812
10/100 [==>...........................] - ETA: 48s - loss: 0.4375 - acc: 0.7750
11/100 [==>...........................] - ETA: 48s - loss: 0.4486 - acc: 0.7756
12/100 [==>...........................] - ETA: 48s - loss: 0.4533 - acc: 0.7656
13/100 [==>...........................] - ETA: 47s - loss: 0.4628 - acc: 0.7620
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85/100 [========================>.....] - ETA: 7s - loss: 0.4714 - acc: 0.7726
86/100 [========================>.....] - ETA: 7s - loss: 0.4706 - acc: 0.7738
87/100 [=========================>....] - ETA: 6s - loss: 0.4693 - acc: 0.7749
88/100 [=========================>....] - ETA: 6s - loss: 0.4686 - acc: 0.7757
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90/100 [==========================>...] - ETA: 5s - loss: 0.4723 - acc: 0.7748
91/100 [==========================>...] - ETA: 4s - loss: 0.4754 - acc: 0.7724
92/100 [==========================>...] - ETA: 4s - loss: 0.4742 - acc: 0.7736
93/100 [==========================>...] - ETA: 3s - loss: 0.4737 - acc: 0.7743
94/100 [===========================>..] - ETA: 3s - loss: 0.4729 - acc: 0.7744
95/100 [===========================>..] - ETA: 2s - loss: 0.4724 - acc: 0.7755
96/100 [===========================>..] - ETA: 2s - loss: 0.4737 - acc: 0.7749
97/100 [============================>.] - ETA: 1s - loss: 0.4738 - acc: 0.7743
98/100 [============================>.] - ETA: 1s - loss: 0.4742 - acc: 0.7744
99/100 [============================>.] - ETA: 0s - loss: 0.4734 - acc: 0.7757
100/100 [==============================] - 59s 587ms/step - loss: 0.4725 - acc: 0.7761 - val_loss: 0.4663 - val_acc: 0.7633
Epoch 33/100
1/100 [..............................] - ETA: 53s - loss: 0.3486 - acc: 0.8750
2/100 [..............................] - ETA: 52s - loss: 0.3338 - acc: 0.8906
3/100 [..............................] - ETA: 52s - loss: 0.3570 - acc: 0.8542
4/100 [>.............................] - ETA: 51s - loss: 0.4125 - acc: 0.8203
5/100 [>.............................] - ETA: 50s - loss: 0.4243 - acc: 0.8125
6/100 [>.............................] - ETA: 50s - loss: 0.4296 - acc: 0.8021
7/100 [=>............................] - ETA: 49s - loss: 0.4291 - acc: 0.7902
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97/100 [============================>.] - ETA: 1s - loss: 0.4552 - acc: 0.7856
98/100 [============================>.] - ETA: 1s - loss: 0.4537 - acc: 0.7862
99/100 [============================>.] - ETA: 0s - loss: 0.4536 - acc: 0.7855
100/100 [==============================] - 58s 584ms/step - loss: 0.4554 - acc: 0.7842 - val_loss: 0.4824 - val_acc: 0.7766
Epoch 34/100
1/100 [..............................] - ETA: 52s - loss: 0.4661 - acc: 0.9062
2/100 [..............................] - ETA: 52s - loss: 0.4235 - acc: 0.8594
3/100 [..............................] - ETA: 51s - loss: 0.4592 - acc: 0.8229
4/100 [>.............................] - ETA: 51s - loss: 0.4928 - acc: 0.7969
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97/100 [============================>.] - ETA: 1s - loss: 0.4637 - acc: 0.7799
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99/100 [============================>.] - ETA: 0s - loss: 0.4643 - acc: 0.7790
100/100 [==============================] - 58s 582ms/step - loss: 0.4637 - acc: 0.7794 - val_loss: 0.4779 - val_acc: 0.7690
Epoch 35/100
1/100 [..............................] - ETA: 51s - loss: 0.3885 - acc: 0.8125
2/100 [..............................] - ETA: 51s - loss: 0.3797 - acc: 0.7969
3/100 [..............................] - ETA: 52s - loss: 0.4318 - acc: 0.7500
4/100 [>.............................] - ETA: 52s - loss: 0.4152 - acc: 0.7734
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91/100 [==========================>...] - ETA: 4s - loss: 0.4572 - acc: 0.7876
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95/100 [===========================>..] - ETA: 2s - loss: 0.4549 - acc: 0.7880
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97/100 [============================>.] - ETA: 1s - loss: 0.4543 - acc: 0.7882
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99/100 [============================>.] - ETA: 0s - loss: 0.4555 - acc: 0.7868
100/100 [==============================] - 59s 588ms/step - loss: 0.4560 - acc: 0.7867 - val_loss: 0.4719 - val_acc: 0.7684
Epoch 36/100
1/100 [..............................] - ETA: 52s - loss: 0.4450 - acc: 0.7500
2/100 [..............................] - ETA: 51s - loss: 0.5476 - acc: 0.6719
3/100 [..............................] - ETA: 52s - loss: 0.5319 - acc: 0.7292
4/100 [>.............................] - ETA: 51s - loss: 0.4778 - acc: 0.7656
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97/100 [============================>.] - ETA: 1s - loss: 0.4588 - acc: 0.7790
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99/100 [============================>.] - ETA: 0s - loss: 0.4573 - acc: 0.7793
100/100 [==============================] - 58s 584ms/step - loss: 0.4579 - acc: 0.7790 - val_loss: 0.4185 - val_acc: 0.8109
Epoch 37/100
1/100 [..............................] - ETA: 52s - loss: 0.3683 - acc: 0.8438
2/100 [..............................] - ETA: 52s - loss: 0.4212 - acc: 0.8281
3/100 [..............................] - ETA: 51s - loss: 0.3694 - acc: 0.8438
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100/100 [==============================] - 58s 583ms/step - loss: 0.4493 - acc: 0.7939 - val_loss: 0.5131 - val_acc: 0.7360
Epoch 38/100
1/100 [..............................] - ETA: 52s - loss: 0.6311 - acc: 0.6875
2/100 [..............................] - ETA: 52s - loss: 0.5800 - acc: 0.6719
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97/100 [============================>.] - ETA: 1s - loss: 0.4523 - acc: 0.7868
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99/100 [============================>.] - ETA: 0s - loss: 0.4512 - acc: 0.7883
100/100 [==============================] - 58s 584ms/step - loss: 0.4514 - acc: 0.7879 - val_loss: 0.4694 - val_acc: 0.7766
Epoch 39/100
1/100 [..............................] - ETA: 51s - loss: 0.5173 - acc: 0.7812
2/100 [..............................] - ETA: 51s - loss: 0.3954 - acc: 0.8750
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96/100 [===========================>..] - ETA: 2s - loss: 0.4487 - acc: 0.7896
97/100 [============================>.] - ETA: 1s - loss: 0.4488 - acc: 0.7902
98/100 [============================>.] - ETA: 1s - loss: 0.4472 - acc: 0.7910
99/100 [============================>.] - ETA: 0s - loss: 0.4465 - acc: 0.7909
100/100 [==============================] - 58s 584ms/step - loss: 0.4472 - acc: 0.7908 - val_loss: 0.5094 - val_acc: 0.7513
Epoch 40/100
1/100 [..............................] - ETA: 50s - loss: 0.4699 - acc: 0.7812
2/100 [..............................] - ETA: 50s - loss: 0.4857 - acc: 0.7969
3/100 [..............................] - ETA: 50s - loss: 0.5518 - acc: 0.7604
4/100 [>.............................] - ETA: 50s - loss: 0.5424 - acc: 0.7422
5/100 [>.............................] - ETA: 49s - loss: 0.5116 - acc: 0.7437
6/100 [>.............................] - ETA: 50s - loss: 0.4909 - acc: 0.7552
7/100 [=>............................] - ETA: 49s - loss: 0.4831 - acc: 0.7723
8/100 [=>............................] - ETA: 49s - loss: 0.4957 - acc: 0.7695
9/100 [=>............................] - ETA: 48s - loss: 0.4913 - acc: 0.7708
10/100 [==>...........................] - ETA: 48s - loss: 0.4784 - acc: 0.7781
11/100 [==>...........................] - ETA: 47s - loss: 0.4728 - acc: 0.7756
12/100 [==>...........................] - ETA: 47s - loss: 0.4665 - acc: 0.7786
13/100 [==>...........................] - ETA: 46s - loss: 0.4628 - acc: 0.7837
14/100 [===>..........................] - ETA: 46s - loss: 0.4525 - acc: 0.7879
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92/100 [==========================>...] - ETA: 4s - loss: 0.4560 - acc: 0.7862
93/100 [==========================>...] - ETA: 3s - loss: 0.4546 - acc: 0.7865
94/100 [===========================>..] - ETA: 3s - loss: 0.4544 - acc: 0.7861
95/100 [===========================>..] - ETA: 2s - loss: 0.4531 - acc: 0.7870
96/100 [===========================>..] - ETA: 2s - loss: 0.4525 - acc: 0.7880
97/100 [============================>.] - ETA: 1s - loss: 0.4512 - acc: 0.7885
98/100 [============================>.] - ETA: 1s - loss: 0.4519 - acc: 0.7881
99/100 [============================>.] - ETA: 0s - loss: 0.4518 - acc: 0.7884
100/100 [==============================] - 59s 587ms/step - loss: 0.4527 - acc: 0.7877 - val_loss: 0.4977 - val_acc: 0.7589
Epoch 41/100
1/100 [..............................] - ETA: 52s - loss: 0.5647 - acc: 0.7500
2/100 [..............................] - ETA: 52s - loss: 0.5010 - acc: 0.8125
3/100 [..............................] - ETA: 52s - loss: 0.4911 - acc: 0.8229
4/100 [>.............................] - ETA: 51s - loss: 0.4405 - acc: 0.8438
5/100 [>.............................] - ETA: 51s - loss: 0.4525 - acc: 0.8250
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7/100 [=>............................] - ETA: 50s - loss: 0.4442 - acc: 0.8170
8/100 [=>............................] - ETA: 49s - loss: 0.4715 - acc: 0.8008
9/100 [=>............................] - ETA: 49s - loss: 0.4572 - acc: 0.8125
10/100 [==>...........................] - ETA: 48s - loss: 0.4491 - acc: 0.8188
11/100 [==>...........................] - ETA: 48s - loss: 0.4459 - acc: 0.8182
12/100 [==>...........................] - ETA: 47s - loss: 0.4546 - acc: 0.8073
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91/100 [==========================>...] - ETA: 4s - loss: 0.4311 - acc: 0.7976
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93/100 [==========================>...] - ETA: 3s - loss: 0.4300 - acc: 0.7996
94/100 [===========================>..] - ETA: 3s - loss: 0.4311 - acc: 0.7984
95/100 [===========================>..] - ETA: 2s - loss: 0.4304 - acc: 0.7992
96/100 [===========================>..] - ETA: 2s - loss: 0.4312 - acc: 0.7984
97/100 [============================>.] - ETA: 1s - loss: 0.4338 - acc: 0.7969
98/100 [============================>.] - ETA: 1s - loss: 0.4338 - acc: 0.7967
99/100 [============================>.] - ETA: 0s - loss: 0.4353 - acc: 0.7959
100/100 [==============================] - 59s 585ms/step - loss: 0.4355 - acc: 0.7955 - val_loss: 0.4488 - val_acc: 0.7843
Epoch 42/100
1/100 [..............................] - ETA: 52s - loss: 0.4844 - acc: 0.7188
2/100 [..............................] - ETA: 53s - loss: 0.4679 - acc: 0.7656
3/100 [..............................] - ETA: 53s - loss: 0.4791 - acc: 0.7604
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40/100 [===========>..................] - ETA: 31s - loss: 0.4504 - acc: 0.7959
41/100 [===========>..................] - ETA: 30s - loss: 0.4492 - acc: 0.7963
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61/100 [=================>............] - ETA: 20s - loss: 0.4390 - acc: 0.8011
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67/100 [===================>..........] - ETA: 17s - loss: 0.4386 - acc: 0.7989
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71/100 [====================>.........] - ETA: 14s - loss: 0.4383 - acc: 0.7988
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86/100 [========================>.....] - ETA: 7s - loss: 0.4357 - acc: 0.8012
87/100 [=========================>....] - ETA: 6s - loss: 0.4364 - acc: 0.8006
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89/100 [=========================>....] - ETA: 5s - loss: 0.4349 - acc: 0.8008
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91/100 [==========================>...] - ETA: 4s - loss: 0.4346 - acc: 0.8017
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93/100 [==========================>...] - ETA: 3s - loss: 0.4370 - acc: 0.7989
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95/100 [===========================>..] - ETA: 2s - loss: 0.4377 - acc: 0.7985
96/100 [===========================>..] - ETA: 2s - loss: 0.4400 - acc: 0.7980
97/100 [============================>.] - ETA: 1s - loss: 0.4397 - acc: 0.7988
98/100 [============================>.] - ETA: 1s - loss: 0.4389 - acc: 0.7999
99/100 [============================>.] - ETA: 0s - loss: 0.4382 - acc: 0.8007
100/100 [==============================] - 59s 586ms/step - loss: 0.4375 - acc: 0.8018 - val_loss: 0.4675 - val_acc: 0.7766
Epoch 43/100
1/100 [..............................] - ETA: 53s - loss: 0.4396 - acc: 0.8750
2/100 [..............................] - ETA: 52s - loss: 0.4349 - acc: 0.8281
3/100 [..............................] - ETA: 53s - loss: 0.4843 - acc: 0.7604
4/100 [>.............................] - ETA: 52s - loss: 0.4506 - acc: 0.7969
5/100 [>.............................] - ETA: 51s - loss: 0.4289 - acc: 0.8125
6/100 [>.............................] - ETA: 51s - loss: 0.4158 - acc: 0.8125
7/100 [=>............................] - ETA: 50s - loss: 0.4325 - acc: 0.8036
8/100 [=>............................] - ETA: 50s - loss: 0.4450 - acc: 0.7891
9/100 [=>............................] - ETA: 49s - loss: 0.4390 - acc: 0.7917
10/100 [==>...........................] - ETA: 48s - loss: 0.4484 - acc: 0.7844
11/100 [==>...........................] - ETA: 48s - loss: 0.4514 - acc: 0.7812
12/100 [==>...........................] - ETA: 47s - loss: 0.4641 - acc: 0.7760
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14/100 [===>..........................] - ETA: 46s - loss: 0.4590 - acc: 0.7812
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42/100 [===========>..................] - ETA: 30s - loss: 0.4375 - acc: 0.8006
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67/100 [===================>..........] - ETA: 16s - loss: 0.4389 - acc: 0.8003
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84/100 [========================>.....] - ETA: 8s - loss: 0.4364 - acc: 0.8001
85/100 [========================>.....] - ETA: 7s - loss: 0.4365 - acc: 0.7999
86/100 [========================>.....] - ETA: 7s - loss: 0.4359 - acc: 0.8004
87/100 [=========================>....] - ETA: 6s - loss: 0.4351 - acc: 0.8013
88/100 [=========================>....] - ETA: 6s - loss: 0.4357 - acc: 0.8011
89/100 [=========================>....] - ETA: 5s - loss: 0.4365 - acc: 0.8008
90/100 [==========================>...] - ETA: 5s - loss: 0.4347 - acc: 0.8024
91/100 [==========================>...] - ETA: 4s - loss: 0.4358 - acc: 0.8018
92/100 [==========================>...] - ETA: 4s - loss: 0.4360 - acc: 0.8023
93/100 [==========================>...] - ETA: 3s - loss: 0.4365 - acc: 0.8017
94/100 [===========================>..] - ETA: 3s - loss: 0.4366 - acc: 0.8015
95/100 [===========================>..] - ETA: 2s - loss: 0.4369 - acc: 0.8009
96/100 [===========================>..] - ETA: 2s - loss: 0.4359 - acc: 0.8010
97/100 [============================>.] - ETA: 1s - loss: 0.4351 - acc: 0.8018
98/100 [============================>.] - ETA: 1s - loss: 0.4345 - acc: 0.8026
99/100 [============================>.] - ETA: 0s - loss: 0.4343 - acc: 0.8030
100/100 [==============================] - 59s 586ms/step - loss: 0.4339 - acc: 0.8021 - val_loss: 0.5227 - val_acc: 0.7506
Epoch 44/100
1/100 [..............................] - ETA: 50s - loss: 0.3353 - acc: 0.8438
2/100 [..............................] - ETA: 51s - loss: 0.3508 - acc: 0.8281
3/100 [..............................] - ETA: 51s - loss: 0.4264 - acc: 0.7917
4/100 [>.............................] - ETA: 51s - loss: 0.3974 - acc: 0.8203
5/100 [>.............................] - ETA: 50s - loss: 0.3682 - acc: 0.8375
6/100 [>.............................] - ETA: 50s - loss: 0.3831 - acc: 0.8177
7/100 [=>............................] - ETA: 50s - loss: 0.3921 - acc: 0.8080
8/100 [=>............................] - ETA: 49s - loss: 0.3976 - acc: 0.8047
9/100 [=>............................] - ETA: 49s - loss: 0.4208 - acc: 0.7917
10/100 [==>...........................] - ETA: 48s - loss: 0.4383 - acc: 0.7875
11/100 [==>...........................] - ETA: 47s - loss: 0.4443 - acc: 0.7869
12/100 [==>...........................] - ETA: 45s - loss: 0.4513 - acc: 0.7826
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14/100 [===>..........................] - ETA: 44s - loss: 0.4508 - acc: 0.7847
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37/100 [==========>...................] - ETA: 32s - loss: 0.4367 - acc: 0.7945
38/100 [==========>...................] - ETA: 32s - loss: 0.4346 - acc: 0.7975
39/100 [==========>...................] - ETA: 31s - loss: 0.4317 - acc: 0.8003
40/100 [===========>..................] - ETA: 31s - loss: 0.4261 - acc: 0.8038
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43/100 [===========>..................] - ETA: 29s - loss: 0.4294 - acc: 0.8029
44/100 [============>.................] - ETA: 28s - loss: 0.4277 - acc: 0.8046
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46/100 [============>.................] - ETA: 27s - loss: 0.4303 - acc: 0.8022
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85/100 [========================>.....] - ETA: 7s - loss: 0.4356 - acc: 0.7984
86/100 [========================>.....] - ETA: 7s - loss: 0.4384 - acc: 0.7961
87/100 [=========================>....] - ETA: 6s - loss: 0.4396 - acc: 0.7944
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90/100 [==========================>...] - ETA: 5s - loss: 0.4384 - acc: 0.7954
91/100 [==========================>...] - ETA: 4s - loss: 0.4385 - acc: 0.7949
92/100 [==========================>...] - ETA: 4s - loss: 0.4373 - acc: 0.7958
93/100 [==========================>...] - ETA: 3s - loss: 0.4366 - acc: 0.7956
94/100 [===========================>..] - ETA: 3s - loss: 0.4361 - acc: 0.7961
95/100 [===========================>..] - ETA: 2s - loss: 0.4348 - acc: 0.7970
96/100 [===========================>..] - ETA: 2s - loss: 0.4360 - acc: 0.7961
97/100 [============================>.] - ETA: 1s - loss: 0.4349 - acc: 0.7970
98/100 [============================>.] - ETA: 1s - loss: 0.4343 - acc: 0.7967
99/100 [============================>.] - ETA: 0s - loss: 0.4345 - acc: 0.7966
100/100 [==============================] - 59s 587ms/step - loss: 0.4331 - acc: 0.7977 - val_loss: 0.4564 - val_acc: 0.7874
Epoch 45/100
1/100 [..............................] - ETA: 51s - loss: 0.4558 - acc: 0.7500
2/100 [..............................] - ETA: 50s - loss: 0.4344 - acc: 0.7500
3/100 [..............................] - ETA: 51s - loss: 0.3846 - acc: 0.8125
4/100 [>.............................] - ETA: 50s - loss: 0.3983 - acc: 0.8281
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100/100 [==============================] - 59s 588ms/step - loss: 0.4287 - acc: 0.8050 - val_loss: 0.4905 - val_acc: 0.7690
Epoch 46/100
1/100 [..............................] - ETA: 53s - loss: 0.2989 - acc: 0.8438
2/100 [..............................] - ETA: 53s - loss: 0.4135 - acc: 0.7969
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97/100 [============================>.] - ETA: 1s - loss: 0.4121 - acc: 0.8118
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99/100 [============================>.] - ETA: 0s - loss: 0.4133 - acc: 0.8096
100/100 [==============================] - 59s 590ms/step - loss: 0.4130 - acc: 0.8097 - val_loss: 0.5038 - val_acc: 0.7741
Epoch 47/100
1/100 [..............................] - ETA: 53s - loss: 0.2726 - acc: 0.9375
2/100 [..............................] - ETA: 53s - loss: 0.3569 - acc: 0.8594
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71/100 [====================>.........] - ETA: 14s - loss: 0.4247 - acc: 0.8027
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84/100 [========================>.....] - ETA: 8s - loss: 0.4254 - acc: 0.8016
85/100 [========================>.....] - ETA: 7s - loss: 0.4244 - acc: 0.8018
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90/100 [==========================>...] - ETA: 5s - loss: 0.4238 - acc: 0.8030
91/100 [==========================>...] - ETA: 4s - loss: 0.4227 - acc: 0.8038
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94/100 [===========================>..] - ETA: 3s - loss: 0.4238 - acc: 0.8021
95/100 [===========================>..] - ETA: 2s - loss: 0.4227 - acc: 0.8029
96/100 [===========================>..] - ETA: 2s - loss: 0.4222 - acc: 0.8033
97/100 [============================>.] - ETA: 1s - loss: 0.4227 - acc: 0.8024
98/100 [============================>.] - ETA: 1s - loss: 0.4225 - acc: 0.8028
99/100 [============================>.] - ETA: 0s - loss: 0.4211 - acc: 0.8042
100/100 [==============================] - 59s 587ms/step - loss: 0.4199 - acc: 0.8049 - val_loss: 0.4381 - val_acc: 0.8046
Epoch 48/100
1/100 [..............................] - ETA: 52s - loss: 0.3994 - acc: 0.8125
2/100 [..............................] - ETA: 52s - loss: 0.4926 - acc: 0.7188
3/100 [..............................] - ETA: 52s - loss: 0.4184 - acc: 0.7708
4/100 [>.............................] - ETA: 52s - loss: 0.3921 - acc: 0.7891
5/100 [>.............................] - ETA: 51s - loss: 0.3849 - acc: 0.8000
6/100 [>.............................] - ETA: 51s - loss: 0.3938 - acc: 0.8021
7/100 [=>............................] - ETA: 50s - loss: 0.4042 - acc: 0.7946
8/100 [=>............................] - ETA: 50s - loss: 0.4041 - acc: 0.7969
9/100 [=>............................] - ETA: 49s - loss: 0.4022 - acc: 0.7986
10/100 [==>...........................] - ETA: 49s - loss: 0.3901 - acc: 0.8125
11/100 [==>...........................] - ETA: 48s - loss: 0.3867 - acc: 0.8182
12/100 [==>...........................] - ETA: 47s - loss: 0.3746 - acc: 0.8229
13/100 [==>...........................] - ETA: 47s - loss: 0.3710 - acc: 0.8197
14/100 [===>..........................] - ETA: 46s - loss: 0.3776 - acc: 0.8125
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21/100 [=====>........................] - ETA: 42s - loss: 0.3940 - acc: 0.8110
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37/100 [==========>...................] - ETA: 33s - loss: 0.4194 - acc: 0.7965
38/100 [==========>...................] - ETA: 32s - loss: 0.4173 - acc: 0.7993
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40/100 [===========>..................] - ETA: 31s - loss: 0.4139 - acc: 0.8031
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47/100 [=============>................] - ETA: 27s - loss: 0.4166 - acc: 0.8025
48/100 [=============>................] - ETA: 27s - loss: 0.4112 - acc: 0.8066
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66/100 [==================>...........] - ETA: 17s - loss: 0.4110 - acc: 0.8054
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85/100 [========================>.....] - ETA: 7s - loss: 0.4141 - acc: 0.8048
86/100 [========================>.....] - ETA: 7s - loss: 0.4141 - acc: 0.8048
87/100 [=========================>....] - ETA: 6s - loss: 0.4140 - acc: 0.8056
88/100 [=========================>....] - ETA: 6s - loss: 0.4135 - acc: 0.8054
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90/100 [==========================>...] - ETA: 5s - loss: 0.4133 - acc: 0.8066
91/100 [==========================>...] - ETA: 4s - loss: 0.4138 - acc: 0.8066
92/100 [==========================>...] - ETA: 4s - loss: 0.4158 - acc: 0.8060
93/100 [==========================>...] - ETA: 3s - loss: 0.4163 - acc: 0.8047
94/100 [===========================>..] - ETA: 3s - loss: 0.4151 - acc: 0.8058
95/100 [===========================>..] - ETA: 2s - loss: 0.4161 - acc: 0.8049
96/100 [===========================>..] - ETA: 2s - loss: 0.4159 - acc: 0.8053
97/100 [============================>.] - ETA: 1s - loss: 0.4159 - acc: 0.8057
98/100 [============================>.] - ETA: 1s - loss: 0.4176 - acc: 0.8058
99/100 [============================>.] - ETA: 0s - loss: 0.4185 - acc: 0.8052
100/100 [==============================] - 59s 588ms/step - loss: 0.4178 - acc: 0.8056 - val_loss: 0.4417 - val_acc: 0.7881
Epoch 49/100
1/100 [..............................] - ETA: 29s - loss: 0.3605 - acc: 0.8750
2/100 [..............................] - ETA: 41s - loss: 0.3421 - acc: 0.8542
3/100 [..............................] - ETA: 44s - loss: 0.3336 - acc: 0.8625
4/100 [>.............................] - ETA: 46s - loss: 0.3582 - acc: 0.8393
5/100 [>.............................] - ETA: 47s - loss: 0.3905 - acc: 0.8264
6/100 [>.............................] - ETA: 47s - loss: 0.3888 - acc: 0.8352
7/100 [=>............................] - ETA: 47s - loss: 0.3757 - acc: 0.8413
8/100 [=>............................] - ETA: 47s - loss: 0.3834 - acc: 0.8250
9/100 [=>............................] - ETA: 46s - loss: 0.4045 - acc: 0.8051
10/100 [==>...........................] - ETA: 46s - loss: 0.4318 - acc: 0.7829
11/100 [==>...........................] - ETA: 46s - loss: 0.4350 - acc: 0.7798
12/100 [==>...........................] - ETA: 46s - loss: 0.4322 - acc: 0.7826
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14/100 [===>..........................] - ETA: 45s - loss: 0.4229 - acc: 0.7894
15/100 [===>..........................] - ETA: 44s - loss: 0.4275 - acc: 0.7888
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20/100 [=====>........................] - ETA: 42s - loss: 0.4231 - acc: 0.7949
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39/100 [==========>...................] - ETA: 31s - loss: 0.4133 - acc: 0.8117
40/100 [===========>..................] - ETA: 31s - loss: 0.4205 - acc: 0.8085
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42/100 [===========>..................] - ETA: 30s - loss: 0.4222 - acc: 0.8072
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50/100 [==============>...............] - ETA: 25s - loss: 0.4212 - acc: 0.8106
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86/100 [========================>.....] - ETA: 7s - loss: 0.4157 - acc: 0.8110
87/100 [=========================>....] - ETA: 6s - loss: 0.4160 - acc: 0.8107
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90/100 [==========================>...] - ETA: 5s - loss: 0.4191 - acc: 0.8090
91/100 [==========================>...] - ETA: 4s - loss: 0.4177 - acc: 0.8101
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93/100 [==========================>...] - ETA: 3s - loss: 0.4210 - acc: 0.8081
94/100 [===========================>..] - ETA: 3s - loss: 0.4215 - acc: 0.8078
95/100 [===========================>..] - ETA: 2s - loss: 0.4232 - acc: 0.8055
96/100 [===========================>..] - ETA: 2s - loss: 0.4240 - acc: 0.8053
97/100 [============================>.] - ETA: 1s - loss: 0.4229 - acc: 0.8063
98/100 [============================>.] - ETA: 1s - loss: 0.4220 - acc: 0.8064
99/100 [============================>.] - ETA: 0s - loss: 0.4219 - acc: 0.8068
100/100 [==============================] - 58s 584ms/step - loss: 0.4214 - acc: 0.8065 - val_loss: 0.4933 - val_acc: 0.7576
Epoch 50/100
1/100 [..............................] - ETA: 53s - loss: 0.5291 - acc: 0.7500
2/100 [..............................] - ETA: 53s - loss: 0.4698 - acc: 0.7812
3/100 [..............................] - ETA: 53s - loss: 0.4193 - acc: 0.8021
4/100 [>.............................] - ETA: 52s - loss: 0.4087 - acc: 0.8125
5/100 [>.............................] - ETA: 51s - loss: 0.3928 - acc: 0.8250
6/100 [>.............................] - ETA: 50s - loss: 0.3837 - acc: 0.8281
7/100 [=>............................] - ETA: 50s - loss: 0.4059 - acc: 0.7991
8/100 [=>............................] - ETA: 49s - loss: 0.4055 - acc: 0.8086
9/100 [=>............................] - ETA: 49s - loss: 0.3955 - acc: 0.8160
10/100 [==>...........................] - ETA: 48s - loss: 0.4039 - acc: 0.8125
11/100 [==>...........................] - ETA: 47s - loss: 0.4231 - acc: 0.7983
12/100 [==>...........................] - ETA: 47s - loss: 0.4225 - acc: 0.8021
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26/100 [======>.......................] - ETA: 39s - loss: 0.4461 - acc: 0.7957
27/100 [=======>......................] - ETA: 39s - loss: 0.4415 - acc: 0.7975
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99/100 [============================>.] - ETA: 0s - loss: 0.4194 - acc: 0.8049
100/100 [==============================] - 59s 588ms/step - loss: 0.4203 - acc: 0.8050 - val_loss: 0.4378 - val_acc: 0.8058
Epoch 51/100
1/100 [..............................] - ETA: 54s - loss: 0.3503 - acc: 0.7500
2/100 [..............................] - ETA: 53s - loss: 0.4402 - acc: 0.7344
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97/100 [============================>.] - ETA: 1s - loss: 0.4157 - acc: 0.8053
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99/100 [============================>.] - ETA: 0s - loss: 0.4155 - acc: 0.8061
100/100 [==============================] - 58s 582ms/step - loss: 0.4148 - acc: 0.8068 - val_loss: 0.5920 - val_acc: 0.7227
Epoch 52/100
1/100 [..............................] - ETA: 49s - loss: 0.3621 - acc: 0.8438
2/100 [..............................] - ETA: 50s - loss: 0.3362 - acc: 0.8906
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97/100 [============================>.] - ETA: 1s - loss: 0.4026 - acc: 0.8180
98/100 [============================>.] - ETA: 1s - loss: 0.4024 - acc: 0.8180
99/100 [============================>.] - ETA: 0s - loss: 0.4013 - acc: 0.8186
100/100 [==============================] - 59s 586ms/step - loss: 0.4022 - acc: 0.8182 - val_loss: 0.4666 - val_acc: 0.7868
Epoch 53/100
1/100 [..............................] - ETA: 52s - loss: 0.4709 - acc: 0.7188
2/100 [..............................] - ETA: 52s - loss: 0.4205 - acc: 0.7812
3/100 [..............................] - ETA: 52s - loss: 0.4029 - acc: 0.8021
4/100 [>.............................] - ETA: 51s - loss: 0.4303 - acc: 0.7734
5/100 [>.............................] - ETA: 51s - loss: 0.4259 - acc: 0.7688
6/100 [>.............................] - ETA: 50s - loss: 0.4149 - acc: 0.7812
7/100 [=>............................] - ETA: 50s - loss: 0.3860 - acc: 0.7991
8/100 [=>............................] - ETA: 50s - loss: 0.4022 - acc: 0.8008
9/100 [=>............................] - ETA: 49s - loss: 0.3928 - acc: 0.8090
10/100 [==>...........................] - ETA: 48s - loss: 0.3970 - acc: 0.8031
11/100 [==>...........................] - ETA: 48s - loss: 0.4051 - acc: 0.7983
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83/100 [=======================>......] - ETA: 8s - loss: 0.3999 - acc: 0.8125
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85/100 [========================>.....] - ETA: 7s - loss: 0.3995 - acc: 0.8125
86/100 [========================>.....] - ETA: 7s - loss: 0.3995 - acc: 0.8125
87/100 [=========================>....] - ETA: 6s - loss: 0.4007 - acc: 0.8111
88/100 [=========================>....] - ETA: 6s - loss: 0.4000 - acc: 0.8118
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90/100 [==========================>...] - ETA: 5s - loss: 0.4011 - acc: 0.8118
91/100 [==========================>...] - ETA: 4s - loss: 0.4018 - acc: 0.8115
92/100 [==========================>...] - ETA: 4s - loss: 0.4018 - acc: 0.8118
93/100 [==========================>...] - ETA: 3s - loss: 0.4020 - acc: 0.8115
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95/100 [===========================>..] - ETA: 2s - loss: 0.4030 - acc: 0.8118
96/100 [===========================>..] - ETA: 2s - loss: 0.4036 - acc: 0.8118
97/100 [============================>.] - ETA: 1s - loss: 0.4040 - acc: 0.8112
98/100 [============================>.] - ETA: 1s - loss: 0.4038 - acc: 0.8115
99/100 [============================>.] - ETA: 0s - loss: 0.4033 - acc: 0.8122
100/100 [==============================] - 59s 586ms/step - loss: 0.4025 - acc: 0.8131 - val_loss: 0.4581 - val_acc: 0.7849
Epoch 54/100
1/100 [..............................] - ETA: 53s - loss: 0.3101 - acc: 0.9062
2/100 [..............................] - ETA: 53s - loss: 0.4120 - acc: 0.8594
3/100 [..............................] - ETA: 52s - loss: 0.4052 - acc: 0.8542
4/100 [>.............................] - ETA: 52s - loss: 0.4247 - acc: 0.8203
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91/100 [==========================>...] - ETA: 4s - loss: 0.3998 - acc: 0.8159
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95/100 [===========================>..] - ETA: 2s - loss: 0.4026 - acc: 0.8135
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97/100 [============================>.] - ETA: 1s - loss: 0.4027 - acc: 0.8135
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99/100 [============================>.] - ETA: 0s - loss: 0.4034 - acc: 0.8131
100/100 [==============================] - 59s 588ms/step - loss: 0.4044 - acc: 0.8128 - val_loss: 0.4465 - val_acc: 0.7931
Epoch 55/100
1/100 [..............................] - ETA: 52s - loss: 0.3428 - acc: 0.8750
2/100 [..............................] - ETA: 52s - loss: 0.3470 - acc: 0.8281
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97/100 [============================>.] - ETA: 1s - loss: 0.4155 - acc: 0.8086
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99/100 [============================>.] - ETA: 0s - loss: 0.4174 - acc: 0.8074
100/100 [==============================] - 59s 589ms/step - loss: 0.4176 - acc: 0.8075 - val_loss: 0.4500 - val_acc: 0.7862
Epoch 56/100
1/100 [..............................] - ETA: 53s - loss: 0.3173 - acc: 0.8750
2/100 [..............................] - ETA: 53s - loss: 0.3203 - acc: 0.8594
3/100 [..............................] - ETA: 52s - loss: 0.3369 - acc: 0.8542
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9/100 [=>............................] - ETA: 49s - loss: 0.3535 - acc: 0.8368
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85/100 [========================>.....] - ETA: 7s - loss: 0.3990 - acc: 0.8158
86/100 [========================>.....] - ETA: 7s - loss: 0.3983 - acc: 0.8169
87/100 [=========================>....] - ETA: 6s - loss: 0.3996 - acc: 0.8165
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90/100 [==========================>...] - ETA: 5s - loss: 0.4005 - acc: 0.8164
91/100 [==========================>...] - ETA: 4s - loss: 0.3990 - acc: 0.8174
92/100 [==========================>...] - ETA: 4s - loss: 0.3998 - acc: 0.8170
93/100 [==========================>...] - ETA: 3s - loss: 0.4001 - acc: 0.8166
94/100 [===========================>..] - ETA: 3s - loss: 0.4003 - acc: 0.8172
95/100 [===========================>..] - ETA: 2s - loss: 0.4001 - acc: 0.8172
96/100 [===========================>..] - ETA: 2s - loss: 0.4015 - acc: 0.8168
97/100 [============================>.] - ETA: 1s - loss: 0.4000 - acc: 0.8174
98/100 [============================>.] - ETA: 1s - loss: 0.3991 - acc: 0.8177
99/100 [============================>.] - ETA: 0s - loss: 0.3983 - acc: 0.8179
100/100 [==============================] - 58s 584ms/step - loss: 0.3987 - acc: 0.8179 - val_loss: 0.4672 - val_acc: 0.7874
Epoch 57/100
1/100 [..............................] - ETA: 50s - loss: 0.6556 - acc: 0.7188
2/100 [..............................] - ETA: 51s - loss: 0.5904 - acc: 0.7188
3/100 [..............................] - ETA: 50s - loss: 0.5221 - acc: 0.7708
4/100 [>.............................] - ETA: 50s - loss: 0.4884 - acc: 0.7891
5/100 [>.............................] - ETA: 49s - loss: 0.4537 - acc: 0.8000
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97/100 [============================>.] - ETA: 1s - loss: 0.4033 - acc: 0.8183
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99/100 [============================>.] - ETA: 0s - loss: 0.4019 - acc: 0.8198
100/100 [==============================] - 59s 588ms/step - loss: 0.4013 - acc: 0.8197 - val_loss: 0.4574 - val_acc: 0.7963
Epoch 58/100
1/100 [..............................] - ETA: 51s - loss: 0.4924 - acc: 0.7188
2/100 [..............................] - ETA: 52s - loss: 0.4260 - acc: 0.7969
3/100 [..............................] - ETA: 52s - loss: 0.4778 - acc: 0.7708
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99/100 [============================>.] - ETA: 0s - loss: 0.3853 - acc: 0.8278
100/100 [==============================] - 59s 586ms/step - loss: 0.3843 - acc: 0.8289 - val_loss: 0.4381 - val_acc: 0.7874
Epoch 59/100
1/100 [..............................] - ETA: 56s - loss: 0.6004 - acc: 0.7500
2/100 [..............................] - ETA: 54s - loss: 0.5112 - acc: 0.7812
3/100 [..............................] - ETA: 53s - loss: 0.4487 - acc: 0.8125
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90/100 [==========================>...] - ETA: 5s - loss: 0.3999 - acc: 0.8164
91/100 [==========================>...] - ETA: 4s - loss: 0.3990 - acc: 0.8160
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94/100 [===========================>..] - ETA: 3s - loss: 0.3987 - acc: 0.8159
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97/100 [============================>.] - ETA: 1s - loss: 0.3959 - acc: 0.8187
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99/100 [============================>.] - ETA: 0s - loss: 0.3955 - acc: 0.8198
100/100 [==============================] - 58s 583ms/step - loss: 0.3956 - acc: 0.8198 - val_loss: 0.4156 - val_acc: 0.8052
Epoch 60/100
1/100 [..............................] - ETA: 52s - loss: 0.3206 - acc: 0.8438
2/100 [..............................] - ETA: 53s - loss: 0.3519 - acc: 0.8281
3/100 [..............................] - ETA: 52s - loss: 0.4091 - acc: 0.7917
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91/100 [==========================>...] - ETA: 4s - loss: 0.3999 - acc: 0.8198
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94/100 [===========================>..] - ETA: 3s - loss: 0.3974 - acc: 0.8212
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97/100 [============================>.] - ETA: 1s - loss: 0.3991 - acc: 0.8196
98/100 [============================>.] - ETA: 1s - loss: 0.3978 - acc: 0.8199
99/100 [============================>.] - ETA: 0s - loss: 0.3960 - acc: 0.8211
100/100 [==============================] - 59s 588ms/step - loss: 0.3956 - acc: 0.8213 - val_loss: 0.4243 - val_acc: 0.7944
Epoch 61/100
1/100 [..............................] - ETA: 53s - loss: 0.3721 - acc: 0.8125
2/100 [..............................] - ETA: 52s - loss: 0.4104 - acc: 0.8125
3/100 [..............................] - ETA: 51s - loss: 0.3711 - acc: 0.8229
4/100 [>.............................] - ETA: 51s - loss: 0.3841 - acc: 0.8125
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6/100 [>.............................] - ETA: 50s - loss: 0.3637 - acc: 0.8229
7/100 [=>............................] - ETA: 49s - loss: 0.3463 - acc: 0.8348
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10/100 [==>...........................] - ETA: 48s - loss: 0.3508 - acc: 0.8313
11/100 [==>...........................] - ETA: 47s - loss: 0.3561 - acc: 0.8267
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94/100 [===========================>..] - ETA: 3s - loss: 0.3847 - acc: 0.8269
95/100 [===========================>..] - ETA: 2s - loss: 0.3850 - acc: 0.8267
96/100 [===========================>..] - ETA: 2s - loss: 0.3844 - acc: 0.8266
97/100 [============================>.] - ETA: 1s - loss: 0.3845 - acc: 0.8271
98/100 [============================>.] - ETA: 1s - loss: 0.3833 - acc: 0.8276
99/100 [============================>.] - ETA: 0s - loss: 0.3833 - acc: 0.8274
100/100 [==============================] - 59s 586ms/step - loss: 0.3852 - acc: 0.8269 - val_loss: 0.4470 - val_acc: 0.7951
Epoch 62/100
1/100 [..............................] - ETA: 47s - loss: 0.4259 - acc: 0.8438
2/100 [..............................] - ETA: 50s - loss: 0.3349 - acc: 0.8594
3/100 [..............................] - ETA: 50s - loss: 0.3440 - acc: 0.8542
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5/100 [>.............................] - ETA: 49s - loss: 0.3482 - acc: 0.8438
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97/100 [============================>.] - ETA: 1s - loss: 0.3721 - acc: 0.8332
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99/100 [============================>.] - ETA: 0s - loss: 0.3735 - acc: 0.8326
100/100 [==============================] - 59s 586ms/step - loss: 0.3724 - acc: 0.8333 - val_loss: 0.4166 - val_acc: 0.8141
Epoch 63/100
1/100 [..............................] - ETA: 53s - loss: 0.3916 - acc: 0.8125
2/100 [..............................] - ETA: 53s - loss: 0.3479 - acc: 0.8438
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97/100 [============================>.] - ETA: 1s - loss: 0.3742 - acc: 0.8342
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99/100 [============================>.] - ETA: 0s - loss: 0.3759 - acc: 0.8325
100/100 [==============================] - 59s 588ms/step - loss: 0.3780 - acc: 0.8313 - val_loss: 0.4104 - val_acc: 0.8179
Epoch 64/100
1/100 [..............................] - ETA: 52s - loss: 0.2353 - acc: 0.9688
2/100 [..............................] - ETA: 52s - loss: 0.3890 - acc: 0.8594
3/100 [..............................] - ETA: 51s - loss: 0.3656 - acc: 0.8750
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97/100 [============================>.] - ETA: 1s - loss: 0.3889 - acc: 0.8180
98/100 [============================>.] - ETA: 1s - loss: 0.3897 - acc: 0.8179
99/100 [============================>.] - ETA: 0s - loss: 0.3888 - acc: 0.8185
100/100 [==============================] - 59s 589ms/step - loss: 0.3885 - acc: 0.8185 - val_loss: 0.4163 - val_acc: 0.8071
Epoch 65/100
1/100 [..............................] - ETA: 54s - loss: 0.2245 - acc: 0.9375
2/100 [..............................] - ETA: 41s - loss: 0.3412 - acc: 0.9167
3/100 [..............................] - ETA: 44s - loss: 0.3226 - acc: 0.9125
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91/100 [==========================>...] - ETA: 4s - loss: 0.3801 - acc: 0.8264
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94/100 [===========================>..] - ETA: 3s - loss: 0.3798 - acc: 0.8259
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97/100 [============================>.] - ETA: 1s - loss: 0.3785 - acc: 0.8278
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99/100 [============================>.] - ETA: 0s - loss: 0.3788 - acc: 0.8278
100/100 [==============================] - 59s 586ms/step - loss: 0.3786 - acc: 0.8270 - val_loss: 0.4171 - val_acc: 0.8211
Epoch 66/100
1/100 [..............................] - ETA: 50s - loss: 0.4508 - acc: 0.7812
2/100 [..............................] - ETA: 51s - loss: 0.4206 - acc: 0.7969
3/100 [..............................] - ETA: 51s - loss: 0.3793 - acc: 0.8229
4/100 [>.............................] - ETA: 50s - loss: 0.3667 - acc: 0.8281
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100/100 [==============================] - 59s 588ms/step - loss: 0.3597 - acc: 0.8348 - val_loss: 0.4201 - val_acc: 0.8128
Epoch 67/100
1/100 [..............................] - ETA: 55s - loss: 0.4296 - acc: 0.8125
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97/100 [============================>.] - ETA: 1s - loss: 0.3644 - acc: 0.8376
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99/100 [============================>.] - ETA: 0s - loss: 0.3626 - acc: 0.8390
100/100 [==============================] - 59s 586ms/step - loss: 0.3631 - acc: 0.8390 - val_loss: 0.4594 - val_acc: 0.7906
Epoch 68/100
1/100 [..............................] - ETA: 52s - loss: 0.3367 - acc: 0.8125
2/100 [..............................] - ETA: 52s - loss: 0.2622 - acc: 0.8906
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77/100 [======================>.......] - ETA: 11s - loss: 0.3714 - acc: 0.8257
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79/100 [======================>.......] - ETA: 10s - loss: 0.3741 - acc: 0.8249
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85/100 [========================>.....] - ETA: 7s - loss: 0.3746 - acc: 0.8255
86/100 [========================>.....] - ETA: 7s - loss: 0.3742 - acc: 0.8261
87/100 [=========================>....] - ETA: 6s - loss: 0.3725 - acc: 0.8270
88/100 [=========================>....] - ETA: 6s - loss: 0.3711 - acc: 0.8283
89/100 [=========================>....] - ETA: 5s - loss: 0.3693 - acc: 0.8299
90/100 [==========================>...] - ETA: 5s - loss: 0.3695 - acc: 0.8297
91/100 [==========================>...] - ETA: 4s - loss: 0.3704 - acc: 0.8288
92/100 [==========================>...] - ETA: 4s - loss: 0.3702 - acc: 0.8283
93/100 [==========================>...] - ETA: 3s - loss: 0.3705 - acc: 0.8281
94/100 [===========================>..] - ETA: 3s - loss: 0.3695 - acc: 0.8293
95/100 [===========================>..] - ETA: 2s - loss: 0.3687 - acc: 0.8301
96/100 [===========================>..] - ETA: 2s - loss: 0.3685 - acc: 0.8299
97/100 [============================>.] - ETA: 1s - loss: 0.3687 - acc: 0.8301
98/100 [============================>.] - ETA: 1s - loss: 0.3672 - acc: 0.8309
99/100 [============================>.] - ETA: 0s - loss: 0.3673 - acc: 0.8310
100/100 [==============================] - 59s 586ms/step - loss: 0.3686 - acc: 0.8299 - val_loss: 0.5076 - val_acc: 0.7563
Epoch 69/100
1/100 [..............................] - ETA: 50s - loss: 0.5502 - acc: 0.7500
2/100 [..............................] - ETA: 51s - loss: 0.4495 - acc: 0.8125
3/100 [..............................] - ETA: 50s - loss: 0.4378 - acc: 0.8125
4/100 [>.............................] - ETA: 51s - loss: 0.3933 - acc: 0.8438
5/100 [>.............................] - ETA: 51s - loss: 0.3476 - acc: 0.8562
6/100 [>.............................] - ETA: 50s - loss: 0.3543 - acc: 0.8542
7/100 [=>............................] - ETA: 49s - loss: 0.3612 - acc: 0.8527
8/100 [=>............................] - ETA: 49s - loss: 0.3680 - acc: 0.8438
9/100 [=>............................] - ETA: 49s - loss: 0.3648 - acc: 0.8403
10/100 [==>...........................] - ETA: 49s - loss: 0.3712 - acc: 0.8344
11/100 [==>...........................] - ETA: 48s - loss: 0.3705 - acc: 0.8352
12/100 [==>...........................] - ETA: 48s - loss: 0.3806 - acc: 0.8229
13/100 [==>...........................] - ETA: 47s - loss: 0.3761 - acc: 0.8221
14/100 [===>..........................] - ETA: 47s - loss: 0.3705 - acc: 0.8259
15/100 [===>..........................] - ETA: 46s - loss: 0.3759 - acc: 0.8188
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21/100 [=====>........................] - ETA: 43s - loss: 0.3762 - acc: 0.8274
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63/100 [=================>............] - ETA: 19s - loss: 0.3827 - acc: 0.8305
64/100 [==================>...........] - ETA: 18s - loss: 0.3840 - acc: 0.8287
65/100 [==================>...........] - ETA: 18s - loss: 0.3825 - acc: 0.8290
66/100 [==================>...........] - ETA: 17s - loss: 0.3809 - acc: 0.8306
67/100 [===================>..........] - ETA: 17s - loss: 0.3800 - acc: 0.8313
68/100 [===================>..........] - ETA: 16s - loss: 0.3814 - acc: 0.8301
69/100 [===================>..........] - ETA: 16s - loss: 0.3824 - acc: 0.8294
70/100 [====================>.........] - ETA: 15s - loss: 0.3812 - acc: 0.8300
71/100 [====================>.........] - ETA: 15s - loss: 0.3783 - acc: 0.8320
72/100 [====================>.........] - ETA: 14s - loss: 0.3782 - acc: 0.8309
73/100 [====================>.........] - ETA: 14s - loss: 0.3792 - acc: 0.8302
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77/100 [======================>.......] - ETA: 11s - loss: 0.3758 - acc: 0.8317
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83/100 [=======================>......] - ETA: 8s - loss: 0.3759 - acc: 0.8314
84/100 [========================>.....] - ETA: 8s - loss: 0.3747 - acc: 0.8313
85/100 [========================>.....] - ETA: 7s - loss: 0.3768 - acc: 0.8304
86/100 [========================>.....] - ETA: 7s - loss: 0.3784 - acc: 0.8294
87/100 [=========================>....] - ETA: 6s - loss: 0.3771 - acc: 0.8303
88/100 [=========================>....] - ETA: 6s - loss: 0.3770 - acc: 0.8305
89/100 [=========================>....] - ETA: 5s - loss: 0.3769 - acc: 0.8310
90/100 [==========================>...] - ETA: 5s - loss: 0.3751 - acc: 0.8318
91/100 [==========================>...] - ETA: 4s - loss: 0.3763 - acc: 0.8313
92/100 [==========================>...] - ETA: 4s - loss: 0.3771 - acc: 0.8314
93/100 [==========================>...] - ETA: 3s - loss: 0.3778 - acc: 0.8312
94/100 [===========================>..] - ETA: 3s - loss: 0.3770 - acc: 0.8317
95/100 [===========================>..] - ETA: 2s - loss: 0.3774 - acc: 0.8314
96/100 [===========================>..] - ETA: 2s - loss: 0.3765 - acc: 0.8322
97/100 [============================>.] - ETA: 1s - loss: 0.3758 - acc: 0.8324
98/100 [============================>.] - ETA: 1s - loss: 0.3749 - acc: 0.8328
99/100 [============================>.] - ETA: 0s - loss: 0.3742 - acc: 0.8326
100/100 [==============================] - 59s 587ms/step - loss: 0.3738 - acc: 0.8327 - val_loss: 0.4627 - val_acc: 0.7887
Epoch 70/100
1/100 [..............................] - ETA: 53s - loss: 0.3701 - acc: 0.8750
2/100 [..............................] - ETA: 52s - loss: 0.3091 - acc: 0.9062
3/100 [..............................] - ETA: 52s - loss: 0.3346 - acc: 0.8646
4/100 [>.............................] - ETA: 51s - loss: 0.3541 - acc: 0.8516
5/100 [>.............................] - ETA: 51s - loss: 0.3198 - acc: 0.8750
6/100 [>.............................] - ETA: 51s - loss: 0.3137 - acc: 0.8698
7/100 [=>............................] - ETA: 50s - loss: 0.3375 - acc: 0.8527
8/100 [=>............................] - ETA: 50s - loss: 0.3405 - acc: 0.8477
9/100 [=>............................] - ETA: 49s - loss: 0.3456 - acc: 0.8507
10/100 [==>...........................] - ETA: 49s - loss: 0.3513 - acc: 0.8438
11/100 [==>...........................] - ETA: 48s - loss: 0.3445 - acc: 0.8494
12/100 [==>...........................] - ETA: 47s - loss: 0.3401 - acc: 0.8464
13/100 [==>...........................] - ETA: 47s - loss: 0.3648 - acc: 0.8365
14/100 [===>..........................] - ETA: 46s - loss: 0.3723 - acc: 0.8415
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21/100 [=====>........................] - ETA: 42s - loss: 0.3723 - acc: 0.8348
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69/100 [===================>..........] - ETA: 15s - loss: 0.3819 - acc: 0.8276
70/100 [====================>.........] - ETA: 15s - loss: 0.3802 - acc: 0.8287
71/100 [====================>.........] - ETA: 14s - loss: 0.3813 - acc: 0.8289
72/100 [====================>.........] - ETA: 14s - loss: 0.3824 - acc: 0.8282
73/100 [====================>.........] - ETA: 13s - loss: 0.3839 - acc: 0.8272
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85/100 [========================>.....] - ETA: 7s - loss: 0.3773 - acc: 0.8310
86/100 [========================>.....] - ETA: 7s - loss: 0.3766 - acc: 0.8315
87/100 [=========================>....] - ETA: 6s - loss: 0.3782 - acc: 0.8313
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89/100 [=========================>....] - ETA: 5s - loss: 0.3752 - acc: 0.8326
90/100 [==========================>...] - ETA: 5s - loss: 0.3752 - acc: 0.8321
91/100 [==========================>...] - ETA: 4s - loss: 0.3755 - acc: 0.8315
92/100 [==========================>...] - ETA: 4s - loss: 0.3745 - acc: 0.8323
93/100 [==========================>...] - ETA: 3s - loss: 0.3754 - acc: 0.8314
94/100 [===========================>..] - ETA: 3s - loss: 0.3753 - acc: 0.8319
95/100 [===========================>..] - ETA: 2s - loss: 0.3773 - acc: 0.8310
96/100 [===========================>..] - ETA: 2s - loss: 0.3760 - acc: 0.8318
97/100 [============================>.] - ETA: 1s - loss: 0.3743 - acc: 0.8323
98/100 [============================>.] - ETA: 1s - loss: 0.3729 - acc: 0.8330
99/100 [============================>.] - ETA: 0s - loss: 0.3741 - acc: 0.8325
100/100 [==============================] - 59s 589ms/step - loss: 0.3733 - acc: 0.8323 - val_loss: 0.4307 - val_acc: 0.7995
Epoch 71/100
1/100 [..............................] - ETA: 30s - loss: 0.1968 - acc: 0.9375
2/100 [..............................] - ETA: 41s - loss: 0.2025 - acc: 0.9375
3/100 [..............................] - ETA: 44s - loss: 0.2171 - acc: 0.9000
4/100 [>.............................] - ETA: 46s - loss: 0.3020 - acc: 0.8571
5/100 [>.............................] - ETA: 46s - loss: 0.3033 - acc: 0.8611
6/100 [>.............................] - ETA: 46s - loss: 0.2878 - acc: 0.8750
7/100 [=>............................] - ETA: 47s - loss: 0.3121 - acc: 0.8606
8/100 [=>............................] - ETA: 46s - loss: 0.3079 - acc: 0.8625
9/100 [=>............................] - ETA: 46s - loss: 0.3052 - acc: 0.8676
10/100 [==>...........................] - ETA: 46s - loss: 0.3223 - acc: 0.8618
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27/100 [=======>......................] - ETA: 38s - loss: 0.3482 - acc: 0.8384
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99/100 [============================>.] - ETA: 0s - loss: 0.3605 - acc: 0.8390
100/100 [==============================] - 59s 592ms/step - loss: 0.3611 - acc: 0.8387 - val_loss: 0.4220 - val_acc: 0.8001
Epoch 72/100
1/100 [..............................] - ETA: 53s - loss: 0.2312 - acc: 0.9062
2/100 [..............................] - ETA: 52s - loss: 0.3748 - acc: 0.7969
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97/100 [============================>.] - ETA: 1s - loss: 0.3663 - acc: 0.8394
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99/100 [============================>.] - ETA: 0s - loss: 0.3656 - acc: 0.8388
100/100 [==============================] - 59s 593ms/step - loss: 0.3640 - acc: 0.8398 - val_loss: 0.4041 - val_acc: 0.8274
Epoch 73/100
1/100 [..............................] - ETA: 52s - loss: 0.4289 - acc: 0.8125
2/100 [..............................] - ETA: 52s - loss: 0.3452 - acc: 0.8438
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94/100 [===========================>..] - ETA: 3s - loss: 0.3635 - acc: 0.8380
95/100 [===========================>..] - ETA: 2s - loss: 0.3626 - acc: 0.8388
96/100 [===========================>..] - ETA: 2s - loss: 0.3619 - acc: 0.8388
97/100 [============================>.] - ETA: 1s - loss: 0.3619 - acc: 0.8385
98/100 [============================>.] - ETA: 1s - loss: 0.3620 - acc: 0.8383
99/100 [============================>.] - ETA: 0s - loss: 0.3617 - acc: 0.8377
100/100 [==============================] - 59s 587ms/step - loss: 0.3617 - acc: 0.8378 - val_loss: 0.4344 - val_acc: 0.7957
Epoch 74/100
1/100 [..............................] - ETA: 50s - loss: 0.2665 - acc: 0.9062
2/100 [..............................] - ETA: 51s - loss: 0.2873 - acc: 0.9062
3/100 [..............................] - ETA: 50s - loss: 0.4152 - acc: 0.8333
4/100 [>.............................] - ETA: 49s - loss: 0.4794 - acc: 0.7812
5/100 [>.............................] - ETA: 49s - loss: 0.4436 - acc: 0.8000
6/100 [>.............................] - ETA: 49s - loss: 0.4250 - acc: 0.8125
7/100 [=>............................] - ETA: 48s - loss: 0.4131 - acc: 0.8080
8/100 [=>............................] - ETA: 48s - loss: 0.3886 - acc: 0.8203
9/100 [=>............................] - ETA: 48s - loss: 0.3744 - acc: 0.8299
10/100 [==>...........................] - ETA: 47s - loss: 0.3696 - acc: 0.8250
11/100 [==>...........................] - ETA: 47s - loss: 0.3629 - acc: 0.8239
12/100 [==>...........................] - ETA: 47s - loss: 0.3611 - acc: 0.8281
13/100 [==>...........................] - ETA: 46s - loss: 0.3700 - acc: 0.8221
14/100 [===>..........................] - ETA: 46s - loss: 0.3769 - acc: 0.8237
15/100 [===>..........................] - ETA: 45s - loss: 0.3691 - acc: 0.8292
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17/100 [====>.........................] - ETA: 44s - loss: 0.3606 - acc: 0.8401
18/100 [====>.........................] - ETA: 44s - loss: 0.3525 - acc: 0.8455
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21/100 [=====>........................] - ETA: 42s - loss: 0.3652 - acc: 0.8423
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81/100 [=======================>......] - ETA: 9s - loss: 0.3588 - acc: 0.8408
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83/100 [=======================>......] - ETA: 8s - loss: 0.3577 - acc: 0.8402
84/100 [========================>.....] - ETA: 8s - loss: 0.3574 - acc: 0.8402
85/100 [========================>.....] - ETA: 7s - loss: 0.3577 - acc: 0.8402
86/100 [========================>.....] - ETA: 7s - loss: 0.3581 - acc: 0.8403
87/100 [=========================>....] - ETA: 6s - loss: 0.3581 - acc: 0.8407
88/100 [=========================>....] - ETA: 6s - loss: 0.3577 - acc: 0.8414
89/100 [=========================>....] - ETA: 5s - loss: 0.3565 - acc: 0.8429
90/100 [==========================>...] - ETA: 5s - loss: 0.3572 - acc: 0.8425
91/100 [==========================>...] - ETA: 4s - loss: 0.3613 - acc: 0.8394
92/100 [==========================>...] - ETA: 4s - loss: 0.3623 - acc: 0.8391
93/100 [==========================>...] - ETA: 3s - loss: 0.3619 - acc: 0.8399
94/100 [===========================>..] - ETA: 3s - loss: 0.3615 - acc: 0.8396
95/100 [===========================>..] - ETA: 2s - loss: 0.3619 - acc: 0.8393
96/100 [===========================>..] - ETA: 2s - loss: 0.3627 - acc: 0.8387
97/100 [============================>.] - ETA: 1s - loss: 0.3616 - acc: 0.8394
98/100 [============================>.] - ETA: 1s - loss: 0.3625 - acc: 0.8388
99/100 [============================>.] - ETA: 0s - loss: 0.3615 - acc: 0.8391
100/100 [==============================] - 59s 588ms/step - loss: 0.3609 - acc: 0.8398 - val_loss: 0.4571 - val_acc: 0.8071
Epoch 75/100
1/100 [..............................] - ETA: 50s - loss: 0.2383 - acc: 0.9375
2/100 [..............................] - ETA: 51s - loss: 0.2254 - acc: 0.9219
3/100 [..............................] - ETA: 51s - loss: 0.2170 - acc: 0.9271
4/100 [>.............................] - ETA: 51s - loss: 0.2763 - acc: 0.8828
5/100 [>.............................] - ETA: 50s - loss: 0.3316 - acc: 0.8625
6/100 [>.............................] - ETA: 50s - loss: 0.3244 - acc: 0.8646
7/100 [=>............................] - ETA: 49s - loss: 0.3134 - acc: 0.8661
8/100 [=>............................] - ETA: 49s - loss: 0.3047 - acc: 0.8633
9/100 [=>............................] - ETA: 48s - loss: 0.3034 - acc: 0.8681
10/100 [==>...........................] - ETA: 48s - loss: 0.3019 - acc: 0.8687
11/100 [==>...........................] - ETA: 47s - loss: 0.3095 - acc: 0.8693
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14/100 [===>..........................] - ETA: 46s - loss: 0.2979 - acc: 0.8772
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21/100 [=====>........................] - ETA: 41s - loss: 0.3338 - acc: 0.8491
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39/100 [==========>...................] - ETA: 31s - loss: 0.3500 - acc: 0.8377
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71/100 [====================>.........] - ETA: 14s - loss: 0.3525 - acc: 0.8406
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85/100 [========================>.....] - ETA: 7s - loss: 0.3542 - acc: 0.8385
86/100 [========================>.....] - ETA: 7s - loss: 0.3536 - acc: 0.8393
87/100 [=========================>....] - ETA: 6s - loss: 0.3534 - acc: 0.8398
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90/100 [==========================>...] - ETA: 5s - loss: 0.3542 - acc: 0.8402
91/100 [==========================>...] - ETA: 4s - loss: 0.3530 - acc: 0.8413
92/100 [==========================>...] - ETA: 4s - loss: 0.3550 - acc: 0.8396
93/100 [==========================>...] - ETA: 3s - loss: 0.3554 - acc: 0.8390
94/100 [===========================>..] - ETA: 3s - loss: 0.3540 - acc: 0.8394
95/100 [===========================>..] - ETA: 2s - loss: 0.3550 - acc: 0.8391
96/100 [===========================>..] - ETA: 2s - loss: 0.3546 - acc: 0.8398
97/100 [============================>.] - ETA: 1s - loss: 0.3539 - acc: 0.8398
98/100 [============================>.] - ETA: 1s - loss: 0.3528 - acc: 0.8405
99/100 [============================>.] - ETA: 0s - loss: 0.3542 - acc: 0.8399
100/100 [==============================] - 59s 585ms/step - loss: 0.3553 - acc: 0.8387 - val_loss: 0.4392 - val_acc: 0.7951
Epoch 76/100
1/100 [..............................] - ETA: 54s - loss: 0.4087 - acc: 0.8125
2/100 [..............................] - ETA: 53s - loss: 0.3687 - acc: 0.8438
3/100 [..............................] - ETA: 52s - loss: 0.3643 - acc: 0.8333
4/100 [>.............................] - ETA: 51s - loss: 0.3648 - acc: 0.8281
5/100 [>.............................] - ETA: 51s - loss: 0.3419 - acc: 0.8500
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97/100 [============================>.] - ETA: 1s - loss: 0.3585 - acc: 0.8407
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99/100 [============================>.] - ETA: 0s - loss: 0.3588 - acc: 0.8401
100/100 [==============================] - 59s 588ms/step - loss: 0.3594 - acc: 0.8398 - val_loss: 0.4435 - val_acc: 0.7881
Epoch 77/100
1/100 [..............................] - ETA: 53s - loss: 0.3063 - acc: 0.8438
2/100 [..............................] - ETA: 52s - loss: 0.2519 - acc: 0.8906
3/100 [..............................] - ETA: 52s - loss: 0.2441 - acc: 0.8750
4/100 [>.............................] - ETA: 52s - loss: 0.2768 - acc: 0.8594
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9/100 [=>............................] - ETA: 49s - loss: 0.3000 - acc: 0.8611
10/100 [==>...........................] - ETA: 48s - loss: 0.2992 - acc: 0.8687
11/100 [==>...........................] - ETA: 48s - loss: 0.3145 - acc: 0.8636
12/100 [==>...........................] - ETA: 47s - loss: 0.3192 - acc: 0.8620
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86/100 [========================>.....] - ETA: 7s - loss: 0.3477 - acc: 0.8515
87/100 [=========================>....] - ETA: 6s - loss: 0.3467 - acc: 0.8517
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91/100 [==========================>...] - ETA: 4s - loss: 0.3448 - acc: 0.8521
92/100 [==========================>...] - ETA: 4s - loss: 0.3439 - acc: 0.8530
93/100 [==========================>...] - ETA: 3s - loss: 0.3452 - acc: 0.8516
94/100 [===========================>..] - ETA: 3s - loss: 0.3456 - acc: 0.8511
95/100 [===========================>..] - ETA: 2s - loss: 0.3450 - acc: 0.8517
96/100 [===========================>..] - ETA: 2s - loss: 0.3457 - acc: 0.8510
97/100 [============================>.] - ETA: 1s - loss: 0.3455 - acc: 0.8506
98/100 [============================>.] - ETA: 1s - loss: 0.3456 - acc: 0.8508
99/100 [============================>.] - ETA: 0s - loss: 0.3445 - acc: 0.8517
100/100 [==============================] - 59s 586ms/step - loss: 0.3465 - acc: 0.8501 - val_loss: 0.3785 - val_acc: 0.8325
Epoch 78/100
1/100 [..............................] - ETA: 53s - loss: 0.1697 - acc: 0.9375
2/100 [..............................] - ETA: 53s - loss: 0.2044 - acc: 0.9219
3/100 [..............................] - ETA: 52s - loss: 0.2110 - acc: 0.9167
4/100 [>.............................] - ETA: 52s - loss: 0.2311 - acc: 0.9141
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6/100 [>.............................] - ETA: 51s - loss: 0.2361 - acc: 0.9115
7/100 [=>............................] - ETA: 51s - loss: 0.2881 - acc: 0.8884
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94/100 [===========================>..] - ETA: 3s - loss: 0.3362 - acc: 0.8522
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97/100 [============================>.] - ETA: 1s - loss: 0.3371 - acc: 0.8519
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99/100 [============================>.] - ETA: 0s - loss: 0.3394 - acc: 0.8501
100/100 [==============================] - 58s 585ms/step - loss: 0.3398 - acc: 0.8497 - val_loss: 0.4037 - val_acc: 0.8160
Epoch 79/100
1/100 [..............................] - ETA: 52s - loss: 0.3252 - acc: 0.8750
2/100 [..............................] - ETA: 52s - loss: 0.3335 - acc: 0.9062
3/100 [..............................] - ETA: 51s - loss: 0.3278 - acc: 0.8958
4/100 [>.............................] - ETA: 50s - loss: 0.2957 - acc: 0.9062
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17/100 [====>.........................] - ETA: 44s - loss: 0.3282 - acc: 0.8640
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99/100 [============================>.] - ETA: 0s - loss: 0.3243 - acc: 0.8585
100/100 [==============================] - 59s 591ms/step - loss: 0.3247 - acc: 0.8584 - val_loss: 0.4256 - val_acc: 0.8198
Epoch 80/100
1/100 [..............................] - ETA: 52s - loss: 0.2732 - acc: 0.8750
2/100 [..............................] - ETA: 52s - loss: 0.2980 - acc: 0.8750
3/100 [..............................] - ETA: 52s - loss: 0.2646 - acc: 0.8958
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94/100 [===========================>..] - ETA: 3s - loss: 0.3484 - acc: 0.8414
95/100 [===========================>..] - ETA: 2s - loss: 0.3475 - acc: 0.8421
96/100 [===========================>..] - ETA: 2s - loss: 0.3471 - acc: 0.8421
97/100 [============================>.] - ETA: 1s - loss: 0.3481 - acc: 0.8415
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99/100 [============================>.] - ETA: 0s - loss: 0.3477 - acc: 0.8415
100/100 [==============================] - 58s 583ms/step - loss: 0.3470 - acc: 0.8419 - val_loss: 0.4401 - val_acc: 0.7957
Epoch 81/100
1/100 [..............................] - ETA: 50s - loss: 0.3287 - acc: 0.8125
2/100 [..............................] - ETA: 52s - loss: 0.3466 - acc: 0.7969
3/100 [..............................] - ETA: 51s - loss: 0.3496 - acc: 0.8229
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84/100 [========================>.....] - ETA: 8s - loss: 0.3328 - acc: 0.8503
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86/100 [========================>.....] - ETA: 7s - loss: 0.3321 - acc: 0.8512
87/100 [=========================>....] - ETA: 6s - loss: 0.3318 - acc: 0.8515
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91/100 [==========================>...] - ETA: 4s - loss: 0.3328 - acc: 0.8512
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94/100 [===========================>..] - ETA: 3s - loss: 0.3318 - acc: 0.8528
95/100 [===========================>..] - ETA: 2s - loss: 0.3311 - acc: 0.8531
96/100 [===========================>..] - ETA: 2s - loss: 0.3313 - acc: 0.8530
97/100 [============================>.] - ETA: 1s - loss: 0.3308 - acc: 0.8532
98/100 [============================>.] - ETA: 1s - loss: 0.3297 - acc: 0.8541
99/100 [============================>.] - ETA: 0s - loss: 0.3275 - acc: 0.8555
100/100 [==============================] - 59s 588ms/step - loss: 0.3268 - acc: 0.8557 - val_loss: 0.5438 - val_acc: 0.7868
Epoch 82/100
1/100 [..............................] - ETA: 53s - loss: 0.3175 - acc: 0.7812
2/100 [..............................] - ETA: 53s - loss: 0.3473 - acc: 0.7969
3/100 [..............................] - ETA: 52s - loss: 0.3555 - acc: 0.8125
4/100 [>.............................] - ETA: 52s - loss: 0.3525 - acc: 0.8359
5/100 [>.............................] - ETA: 51s - loss: 0.3521 - acc: 0.8375
6/100 [>.............................] - ETA: 51s - loss: 0.3729 - acc: 0.8229
7/100 [=>............................] - ETA: 51s - loss: 0.3771 - acc: 0.8259
8/100 [=>............................] - ETA: 50s - loss: 0.3765 - acc: 0.8281
9/100 [=>............................] - ETA: 50s - loss: 0.3680 - acc: 0.8333
10/100 [==>...........................] - ETA: 49s - loss: 0.3688 - acc: 0.8344
11/100 [==>...........................] - ETA: 48s - loss: 0.3672 - acc: 0.8352
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13/100 [==>...........................] - ETA: 47s - loss: 0.3806 - acc: 0.8293
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83/100 [=======================>......] - ETA: 8s - loss: 0.3455 - acc: 0.8496
84/100 [========================>.....] - ETA: 8s - loss: 0.3442 - acc: 0.8499
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86/100 [========================>.....] - ETA: 7s - loss: 0.3435 - acc: 0.8498
87/100 [=========================>....] - ETA: 6s - loss: 0.3423 - acc: 0.8504
88/100 [=========================>....] - ETA: 6s - loss: 0.3424 - acc: 0.8496
89/100 [=========================>....] - ETA: 5s - loss: 0.3419 - acc: 0.8492
90/100 [==========================>...] - ETA: 5s - loss: 0.3470 - acc: 0.8474
91/100 [==========================>...] - ETA: 4s - loss: 0.3465 - acc: 0.8470
92/100 [==========================>...] - ETA: 4s - loss: 0.3456 - acc: 0.8477
93/100 [==========================>...] - ETA: 3s - loss: 0.3442 - acc: 0.8486
94/100 [===========================>..] - ETA: 3s - loss: 0.3431 - acc: 0.8489
95/100 [===========================>..] - ETA: 2s - loss: 0.3435 - acc: 0.8485
96/100 [===========================>..] - ETA: 2s - loss: 0.3450 - acc: 0.8475
97/100 [============================>.] - ETA: 1s - loss: 0.3453 - acc: 0.8481
98/100 [============================>.] - ETA: 1s - loss: 0.3449 - acc: 0.8478
99/100 [============================>.] - ETA: 0s - loss: 0.3475 - acc: 0.8471
100/100 [==============================] - 59s 591ms/step - loss: 0.3491 - acc: 0.8467 - val_loss: 0.4573 - val_acc: 0.7951
Epoch 83/100
1/100 [..............................] - ETA: 53s - loss: 0.2280 - acc: 0.9062
2/100 [..............................] - ETA: 41s - loss: 0.3691 - acc: 0.8542
3/100 [..............................] - ETA: 44s - loss: 0.3029 - acc: 0.9000
4/100 [>.............................] - ETA: 46s - loss: 0.3094 - acc: 0.8929
5/100 [>.............................] - ETA: 47s - loss: 0.3151 - acc: 0.8750
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8/100 [=>............................] - ETA: 47s - loss: 0.3252 - acc: 0.8625
9/100 [=>............................] - ETA: 47s - loss: 0.3268 - acc: 0.8566
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94/100 [===========================>..] - ETA: 3s - loss: 0.3259 - acc: 0.8599
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96/100 [===========================>..] - ETA: 2s - loss: 0.3272 - acc: 0.8602
97/100 [============================>.] - ETA: 1s - loss: 0.3311 - acc: 0.8581
98/100 [============================>.] - ETA: 1s - loss: 0.3299 - acc: 0.8586
99/100 [============================>.] - ETA: 0s - loss: 0.3293 - acc: 0.8581
100/100 [==============================] - 59s 586ms/step - loss: 0.3299 - acc: 0.8580 - val_loss: 0.4183 - val_acc: 0.8109
Epoch 84/100
1/100 [..............................] - ETA: 53s - loss: 0.4463 - acc: 0.8750
2/100 [..............................] - ETA: 53s - loss: 0.3527 - acc: 0.8906
3/100 [..............................] - ETA: 53s - loss: 0.4103 - acc: 0.8438
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42/100 [===========>..................] - ETA: 30s - loss: 0.3280 - acc: 0.8624
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61/100 [=================>............] - ETA: 20s - loss: 0.3302 - acc: 0.8647
62/100 [=================>............] - ETA: 19s - loss: 0.3278 - acc: 0.8659
63/100 [=================>............] - ETA: 19s - loss: 0.3298 - acc: 0.8655
64/100 [==================>...........] - ETA: 18s - loss: 0.3290 - acc: 0.8656
65/100 [==================>...........] - ETA: 18s - loss: 0.3297 - acc: 0.8643
66/100 [==================>...........] - ETA: 17s - loss: 0.3302 - acc: 0.8635
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68/100 [===================>..........] - ETA: 16s - loss: 0.3330 - acc: 0.8620
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70/100 [====================>.........] - ETA: 15s - loss: 0.3332 - acc: 0.8615
71/100 [====================>.........] - ETA: 15s - loss: 0.3323 - acc: 0.8621
72/100 [====================>.........] - ETA: 14s - loss: 0.3335 - acc: 0.8606
73/100 [====================>.........] - ETA: 14s - loss: 0.3325 - acc: 0.8608
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77/100 [======================>.......] - ETA: 11s - loss: 0.3331 - acc: 0.8603
78/100 [======================>.......] - ETA: 11s - loss: 0.3349 - acc: 0.8593
79/100 [======================>.......] - ETA: 10s - loss: 0.3332 - acc: 0.8603
80/100 [=======================>......] - ETA: 10s - loss: 0.3326 - acc: 0.8608
81/100 [=======================>......] - ETA: 9s - loss: 0.3316 - acc: 0.8610
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83/100 [=======================>......] - ETA: 8s - loss: 0.3313 - acc: 0.8614
84/100 [========================>.....] - ETA: 8s - loss: 0.3308 - acc: 0.8615
85/100 [========================>.....] - ETA: 7s - loss: 0.3312 - acc: 0.8609
86/100 [========================>.....] - ETA: 7s - loss: 0.3297 - acc: 0.8622
87/100 [=========================>....] - ETA: 6s - loss: 0.3298 - acc: 0.8624
88/100 [=========================>....] - ETA: 6s - loss: 0.3298 - acc: 0.8625
89/100 [=========================>....] - ETA: 5s - loss: 0.3305 - acc: 0.8619
90/100 [==========================>...] - ETA: 5s - loss: 0.3303 - acc: 0.8617
91/100 [==========================>...] - ETA: 4s - loss: 0.3304 - acc: 0.8608
92/100 [==========================>...] - ETA: 4s - loss: 0.3309 - acc: 0.8607
93/100 [==========================>...] - ETA: 3s - loss: 0.3298 - acc: 0.8615
94/100 [===========================>..] - ETA: 3s - loss: 0.3292 - acc: 0.8620
95/100 [===========================>..] - ETA: 2s - loss: 0.3295 - acc: 0.8620
96/100 [===========================>..] - ETA: 2s - loss: 0.3299 - acc: 0.8618
97/100 [============================>.] - ETA: 1s - loss: 0.3302 - acc: 0.8610
98/100 [============================>.] - ETA: 1s - loss: 0.3314 - acc: 0.8608
99/100 [============================>.] - ETA: 0s - loss: 0.3311 - acc: 0.8610
100/100 [==============================] - 59s 588ms/step - loss: 0.3296 - acc: 0.8621 - val_loss: 0.4646 - val_acc: 0.7989
Epoch 85/100
1/100 [..............................] - ETA: 55s - loss: 0.3135 - acc: 0.8125
2/100 [..............................] - ETA: 53s - loss: 0.3004 - acc: 0.8281
3/100 [..............................] - ETA: 53s - loss: 0.3381 - acc: 0.8229
4/100 [>.............................] - ETA: 52s - loss: 0.3162 - acc: 0.8281
5/100 [>.............................] - ETA: 51s - loss: 0.3128 - acc: 0.8313
6/100 [>.............................] - ETA: 51s - loss: 0.2890 - acc: 0.8490
7/100 [=>............................] - ETA: 51s - loss: 0.2941 - acc: 0.8482
8/100 [=>............................] - ETA: 50s - loss: 0.2900 - acc: 0.8555
9/100 [=>............................] - ETA: 49s - loss: 0.3031 - acc: 0.8438
10/100 [==>...........................] - ETA: 49s - loss: 0.3165 - acc: 0.8375
11/100 [==>...........................] - ETA: 48s - loss: 0.3155 - acc: 0.8381
12/100 [==>...........................] - ETA: 48s - loss: 0.3214 - acc: 0.8359
13/100 [==>...........................] - ETA: 47s - loss: 0.3298 - acc: 0.8365
14/100 [===>..........................] - ETA: 46s - loss: 0.3325 - acc: 0.8326
15/100 [===>..........................] - ETA: 46s - loss: 0.3253 - acc: 0.8375
16/100 [===>..........................] - ETA: 45s - loss: 0.3171 - acc: 0.8398
17/100 [====>.........................] - ETA: 45s - loss: 0.3189 - acc: 0.8382
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19/100 [====>.........................] - ETA: 44s - loss: 0.3181 - acc: 0.8438
20/100 [=====>........................] - ETA: 43s - loss: 0.3203 - acc: 0.8469
21/100 [=====>........................] - ETA: 43s - loss: 0.3162 - acc: 0.8497
22/100 [=====>........................] - ETA: 42s - loss: 0.3174 - acc: 0.8523
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24/100 [======>.......................] - ETA: 41s - loss: 0.3200 - acc: 0.8490
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27/100 [=======>......................] - ETA: 39s - loss: 0.3352 - acc: 0.8391
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29/100 [=======>......................] - ETA: 38s - loss: 0.3346 - acc: 0.8405
30/100 [========>.....................] - ETA: 37s - loss: 0.3361 - acc: 0.8406
31/100 [========>.....................] - ETA: 37s - loss: 0.3346 - acc: 0.8417
32/100 [========>.....................] - ETA: 36s - loss: 0.3312 - acc: 0.8438
33/100 [========>.....................] - ETA: 35s - loss: 0.3315 - acc: 0.8409
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38/100 [==========>...................] - ETA: 32s - loss: 0.3282 - acc: 0.8454
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40/100 [===========>..................] - ETA: 31s - loss: 0.3332 - acc: 0.8414
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60/100 [=================>............] - ETA: 20s - loss: 0.3334 - acc: 0.8458
61/100 [=================>............] - ETA: 20s - loss: 0.3306 - acc: 0.8473
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63/100 [=================>............] - ETA: 19s - loss: 0.3297 - acc: 0.8472
64/100 [==================>...........] - ETA: 18s - loss: 0.3276 - acc: 0.8486
65/100 [==================>...........] - ETA: 18s - loss: 0.3302 - acc: 0.8481
66/100 [==================>...........] - ETA: 17s - loss: 0.3291 - acc: 0.8490
67/100 [===================>..........] - ETA: 17s - loss: 0.3281 - acc: 0.8493
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70/100 [====================>.........] - ETA: 15s - loss: 0.3290 - acc: 0.8496
71/100 [====================>.........] - ETA: 15s - loss: 0.3281 - acc: 0.8508
72/100 [====================>.........] - ETA: 14s - loss: 0.3293 - acc: 0.8498
73/100 [====================>.........] - ETA: 14s - loss: 0.3294 - acc: 0.8502
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77/100 [======================>.......] - ETA: 11s - loss: 0.3230 - acc: 0.8539
78/100 [======================>.......] - ETA: 11s - loss: 0.3256 - acc: 0.8518
79/100 [======================>.......] - ETA: 10s - loss: 0.3245 - acc: 0.8521
80/100 [=======================>......] - ETA: 10s - loss: 0.3234 - acc: 0.8527
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83/100 [=======================>......] - ETA: 8s - loss: 0.3256 - acc: 0.8520
84/100 [========================>.....] - ETA: 8s - loss: 0.3250 - acc: 0.8527
85/100 [========================>.....] - ETA: 7s - loss: 0.3243 - acc: 0.8529
86/100 [========================>.....] - ETA: 7s - loss: 0.3277 - acc: 0.8510
87/100 [=========================>....] - ETA: 6s - loss: 0.3301 - acc: 0.8499
88/100 [=========================>....] - ETA: 6s - loss: 0.3301 - acc: 0.8505
89/100 [=========================>....] - ETA: 5s - loss: 0.3293 - acc: 0.8508
90/100 [==========================>...] - ETA: 5s - loss: 0.3287 - acc: 0.8510
91/100 [==========================>...] - ETA: 4s - loss: 0.3279 - acc: 0.8513
92/100 [==========================>...] - ETA: 4s - loss: 0.3280 - acc: 0.8516
93/100 [==========================>...] - ETA: 3s - loss: 0.3285 - acc: 0.8515
94/100 [===========================>..] - ETA: 3s - loss: 0.3280 - acc: 0.8521
95/100 [===========================>..] - ETA: 2s - loss: 0.3276 - acc: 0.8520
96/100 [===========================>..] - ETA: 2s - loss: 0.3284 - acc: 0.8518
97/100 [============================>.] - ETA: 1s - loss: 0.3291 - acc: 0.8514
98/100 [============================>.] - ETA: 1s - loss: 0.3280 - acc: 0.8522
99/100 [============================>.] - ETA: 0s - loss: 0.3273 - acc: 0.8525
100/100 [==============================] - 59s 589ms/step - loss: 0.3258 - acc: 0.8533 - val_loss: 0.4359 - val_acc: 0.8154
Epoch 86/100
1/100 [..............................] - ETA: 50s - loss: 0.2837 - acc: 0.8750
2/100 [..............................] - ETA: 50s - loss: 0.2573 - acc: 0.8750
3/100 [..............................] - ETA: 50s - loss: 0.2774 - acc: 0.8750
4/100 [>.............................] - ETA: 50s - loss: 0.2812 - acc: 0.8828
5/100 [>.............................] - ETA: 50s - loss: 0.2703 - acc: 0.8875
6/100 [>.............................] - ETA: 50s - loss: 0.2976 - acc: 0.8646
7/100 [=>............................] - ETA: 49s - loss: 0.3136 - acc: 0.8527
8/100 [=>............................] - ETA: 49s - loss: 0.3192 - acc: 0.8477
9/100 [=>............................] - ETA: 46s - loss: 0.3355 - acc: 0.8419
10/100 [==>...........................] - ETA: 46s - loss: 0.3544 - acc: 0.8355
11/100 [==>...........................] - ETA: 46s - loss: 0.3556 - acc: 0.8333
12/100 [==>...........................] - ETA: 45s - loss: 0.3623 - acc: 0.8342
13/100 [==>...........................] - ETA: 45s - loss: 0.3527 - acc: 0.8425
14/100 [===>..........................] - ETA: 45s - loss: 0.3525 - acc: 0.8380
15/100 [===>..........................] - ETA: 44s - loss: 0.3565 - acc: 0.8362
16/100 [===>..........................] - ETA: 44s - loss: 0.3540 - acc: 0.8347
17/100 [====>.........................] - ETA: 43s - loss: 0.3482 - acc: 0.8428
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19/100 [====>.........................] - ETA: 42s - loss: 0.3460 - acc: 0.8429
20/100 [=====>........................] - ETA: 42s - loss: 0.3533 - acc: 0.8381
21/100 [=====>........................] - ETA: 41s - loss: 0.3548 - acc: 0.8369
22/100 [=====>........................] - ETA: 41s - loss: 0.3558 - acc: 0.8343
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25/100 [======>.......................] - ETA: 39s - loss: 0.3523 - acc: 0.8393
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27/100 [=======>......................] - ETA: 38s - loss: 0.3453 - acc: 0.8408
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30/100 [========>.....................] - ETA: 37s - loss: 0.3498 - acc: 0.8400
31/100 [========>.....................] - ETA: 36s - loss: 0.3487 - acc: 0.8412
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38/100 [==========>...................] - ETA: 32s - loss: 0.3474 - acc: 0.8400
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40/100 [===========>..................] - ETA: 31s - loss: 0.3491 - acc: 0.8394
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70/100 [====================>.........] - ETA: 15s - loss: 0.3298 - acc: 0.8494
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79/100 [======================>.......] - ETA: 10s - loss: 0.3296 - acc: 0.8479
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83/100 [=======================>......] - ETA: 8s - loss: 0.3298 - acc: 0.8470
84/100 [========================>.....] - ETA: 8s - loss: 0.3320 - acc: 0.8454
85/100 [========================>.....] - ETA: 7s - loss: 0.3353 - acc: 0.8450
86/100 [========================>.....] - ETA: 7s - loss: 0.3341 - acc: 0.8454
87/100 [=========================>....] - ETA: 6s - loss: 0.3348 - acc: 0.8450
88/100 [=========================>....] - ETA: 6s - loss: 0.3352 - acc: 0.8446
89/100 [=========================>....] - ETA: 5s - loss: 0.3373 - acc: 0.8432
90/100 [==========================>...] - ETA: 5s - loss: 0.3385 - acc: 0.8422
91/100 [==========================>...] - ETA: 4s - loss: 0.3372 - acc: 0.8432
92/100 [==========================>...] - ETA: 4s - loss: 0.3366 - acc: 0.8432
93/100 [==========================>...] - ETA: 3s - loss: 0.3367 - acc: 0.8439
94/100 [===========================>..] - ETA: 3s - loss: 0.3362 - acc: 0.8446
95/100 [===========================>..] - ETA: 2s - loss: 0.3351 - acc: 0.8447
96/100 [===========================>..] - ETA: 2s - loss: 0.3358 - acc: 0.8451
97/100 [============================>.] - ETA: 1s - loss: 0.3340 - acc: 0.8460
98/100 [============================>.] - ETA: 1s - loss: 0.3353 - acc: 0.8457
99/100 [============================>.] - ETA: 0s - loss: 0.3347 - acc: 0.8466
100/100 [==============================] - 59s 588ms/step - loss: 0.3349 - acc: 0.8460 - val_loss: 0.4300 - val_acc: 0.8255
Epoch 87/100
1/100 [..............................] - ETA: 53s - loss: 0.2722 - acc: 0.9375
2/100 [..............................] - ETA: 52s - loss: 0.3489 - acc: 0.8906
3/100 [..............................] - ETA: 52s - loss: 0.3297 - acc: 0.9062
4/100 [>.............................] - ETA: 52s - loss: 0.3415 - acc: 0.8984
5/100 [>.............................] - ETA: 51s - loss: 0.3266 - acc: 0.9062
6/100 [>.............................] - ETA: 50s - loss: 0.3357 - acc: 0.8906
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97/100 [============================>.] - ETA: 1s - loss: 0.3189 - acc: 0.8656
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99/100 [============================>.] - ETA: 0s - loss: 0.3182 - acc: 0.8658
100/100 [==============================] - 59s 592ms/step - loss: 0.3173 - acc: 0.8662 - val_loss: 0.4156 - val_acc: 0.8357
Epoch 88/100
1/100 [..............................] - ETA: 53s - loss: 0.3243 - acc: 0.8750
2/100 [..............................] - ETA: 53s - loss: 0.3218 - acc: 0.8438
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91/100 [==========================>...] - ETA: 4s - loss: 0.3243 - acc: 0.8556
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93/100 [==========================>...] - ETA: 3s - loss: 0.3256 - acc: 0.8550
94/100 [===========================>..] - ETA: 3s - loss: 0.3243 - acc: 0.8555
95/100 [===========================>..] - ETA: 2s - loss: 0.3229 - acc: 0.8567
96/100 [===========================>..] - ETA: 2s - loss: 0.3222 - acc: 0.8576
97/100 [============================>.] - ETA: 1s - loss: 0.3219 - acc: 0.8581
98/100 [============================>.] - ETA: 1s - loss: 0.3218 - acc: 0.8579
99/100 [============================>.] - ETA: 0s - loss: 0.3203 - acc: 0.8594
100/100 [==============================] - 59s 587ms/step - loss: 0.3187 - acc: 0.8602 - val_loss: 0.4079 - val_acc: 0.8306
Epoch 89/100
1/100 [..............................] - ETA: 53s - loss: 0.1356 - acc: 1.0000
2/100 [..............................] - ETA: 53s - loss: 0.1505 - acc: 0.9844
3/100 [..............................] - ETA: 52s - loss: 0.2062 - acc: 0.9479
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85/100 [========================>.....] - ETA: 7s - loss: 0.3093 - acc: 0.8658
86/100 [========================>.....] - ETA: 7s - loss: 0.3096 - acc: 0.8644
87/100 [=========================>....] - ETA: 6s - loss: 0.3126 - acc: 0.8624
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91/100 [==========================>...] - ETA: 4s - loss: 0.3148 - acc: 0.8626
92/100 [==========================>...] - ETA: 4s - loss: 0.3159 - acc: 0.8620
93/100 [==========================>...] - ETA: 3s - loss: 0.3160 - acc: 0.8611
94/100 [===========================>..] - ETA: 3s - loss: 0.3165 - acc: 0.8610
95/100 [===========================>..] - ETA: 2s - loss: 0.3174 - acc: 0.8595
96/100 [===========================>..] - ETA: 2s - loss: 0.3189 - acc: 0.8593
97/100 [============================>.] - ETA: 1s - loss: 0.3191 - acc: 0.8591
98/100 [============================>.] - ETA: 1s - loss: 0.3189 - acc: 0.8593
99/100 [============================>.] - ETA: 0s - loss: 0.3173 - acc: 0.8601
100/100 [==============================] - 59s 590ms/step - loss: 0.3167 - acc: 0.8606 - val_loss: 0.3877 - val_acc: 0.8236
Epoch 90/100
1/100 [..............................] - ETA: 55s - loss: 0.3528 - acc: 0.8125
2/100 [..............................] - ETA: 53s - loss: 0.3400 - acc: 0.8750
3/100 [..............................] - ETA: 53s - loss: 0.3195 - acc: 0.8646
4/100 [>.............................] - ETA: 52s - loss: 0.3187 - acc: 0.8750
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6/100 [>.............................] - ETA: 51s - loss: 0.3086 - acc: 0.8750
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9/100 [=>............................] - ETA: 49s - loss: 0.2904 - acc: 0.8819
10/100 [==>...........................] - ETA: 48s - loss: 0.2892 - acc: 0.8781
11/100 [==>...........................] - ETA: 48s - loss: 0.3013 - acc: 0.8722
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70/100 [====================>.........] - ETA: 15s - loss: 0.3086 - acc: 0.8651
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83/100 [=======================>......] - ETA: 8s - loss: 0.3094 - acc: 0.8652
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85/100 [========================>.....] - ETA: 7s - loss: 0.3107 - acc: 0.8643
86/100 [========================>.....] - ETA: 7s - loss: 0.3106 - acc: 0.8648
87/100 [=========================>....] - ETA: 6s - loss: 0.3104 - acc: 0.8645
88/100 [=========================>....] - ETA: 6s - loss: 0.3093 - acc: 0.8654
89/100 [=========================>....] - ETA: 5s - loss: 0.3082 - acc: 0.8651
90/100 [==========================>...] - ETA: 5s - loss: 0.3082 - acc: 0.8652
91/100 [==========================>...] - ETA: 4s - loss: 0.3085 - acc: 0.8649
92/100 [==========================>...] - ETA: 4s - loss: 0.3087 - acc: 0.8647
93/100 [==========================>...] - ETA: 3s - loss: 0.3099 - acc: 0.8645
94/100 [===========================>..] - ETA: 3s - loss: 0.3109 - acc: 0.8639
95/100 [===========================>..] - ETA: 2s - loss: 0.3108 - acc: 0.8640
96/100 [===========================>..] - ETA: 2s - loss: 0.3113 - acc: 0.8638
97/100 [============================>.] - ETA: 1s - loss: 0.3113 - acc: 0.8643
98/100 [============================>.] - ETA: 1s - loss: 0.3101 - acc: 0.8653
99/100 [============================>.] - ETA: 0s - loss: 0.3100 - acc: 0.8651
100/100 [==============================] - 59s 588ms/step - loss: 0.3098 - acc: 0.8652 - val_loss: 0.4260 - val_acc: 0.8299
Epoch 91/100
1/100 [..............................] - ETA: 50s - loss: 0.4135 - acc: 0.8438
2/100 [..............................] - ETA: 50s - loss: 0.2801 - acc: 0.8906
3/100 [..............................] - ETA: 50s - loss: 0.2236 - acc: 0.9167
4/100 [>.............................] - ETA: 50s - loss: 0.2865 - acc: 0.8828
5/100 [>.............................] - ETA: 50s - loss: 0.3460 - acc: 0.8625
6/100 [>.............................] - ETA: 49s - loss: 0.3533 - acc: 0.8490
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10/100 [==>...........................] - ETA: 48s - loss: 0.3506 - acc: 0.8469
11/100 [==>...........................] - ETA: 47s - loss: 0.3320 - acc: 0.8580
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86/100 [========================>.....] - ETA: 7s - loss: 0.3117 - acc: 0.8655
87/100 [=========================>....] - ETA: 6s - loss: 0.3108 - acc: 0.8660
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91/100 [==========================>...] - ETA: 4s - loss: 0.3093 - acc: 0.8667
92/100 [==========================>...] - ETA: 4s - loss: 0.3089 - acc: 0.8665
93/100 [==========================>...] - ETA: 3s - loss: 0.3092 - acc: 0.8659
94/100 [===========================>..] - ETA: 3s - loss: 0.3095 - acc: 0.8666
95/100 [===========================>..] - ETA: 2s - loss: 0.3094 - acc: 0.8667
96/100 [===========================>..] - ETA: 2s - loss: 0.3093 - acc: 0.8668
97/100 [============================>.] - ETA: 1s - loss: 0.3104 - acc: 0.8663
98/100 [============================>.] - ETA: 1s - loss: 0.3117 - acc: 0.8651
99/100 [============================>.] - ETA: 0s - loss: 0.3110 - acc: 0.8655
100/100 [==============================] - 59s 593ms/step - loss: 0.3099 - acc: 0.8662 - val_loss: 0.4725 - val_acc: 0.8065
Epoch 92/100
1/100 [..............................] - ETA: 52s - loss: 0.2428 - acc: 0.9375
2/100 [..............................] - ETA: 53s - loss: 0.2585 - acc: 0.9219
3/100 [..............................] - ETA: 53s - loss: 0.2981 - acc: 0.8958
4/100 [>.............................] - ETA: 53s - loss: 0.2979 - acc: 0.8906
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97/100 [============================>.] - ETA: 1s - loss: 0.3161 - acc: 0.8561
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99/100 [============================>.] - ETA: 0s - loss: 0.3174 - acc: 0.8555
100/100 [==============================] - 59s 588ms/step - loss: 0.3172 - acc: 0.8551 - val_loss: 0.4116 - val_acc: 0.8160
Epoch 93/100
1/100 [..............................] - ETA: 54s - loss: 0.2310 - acc: 0.8750
2/100 [..............................] - ETA: 53s - loss: 0.3517 - acc: 0.8594
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91/100 [==========================>...] - ETA: 4s - loss: 0.3172 - acc: 0.8657
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93/100 [==========================>...] - ETA: 3s - loss: 0.3185 - acc: 0.8645
94/100 [===========================>..] - ETA: 3s - loss: 0.3182 - acc: 0.8646
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96/100 [===========================>..] - ETA: 2s - loss: 0.3194 - acc: 0.8629
97/100 [============================>.] - ETA: 1s - loss: 0.3189 - acc: 0.8627
98/100 [============================>.] - ETA: 1s - loss: 0.3174 - acc: 0.8635
99/100 [============================>.] - ETA: 0s - loss: 0.3179 - acc: 0.8636
100/100 [==============================] - 59s 588ms/step - loss: 0.3177 - acc: 0.8637 - val_loss: 0.4575 - val_acc: 0.8077
Epoch 94/100
1/100 [..............................] - ETA: 52s - loss: 0.2451 - acc: 0.9062
2/100 [..............................] - ETA: 52s - loss: 0.2990 - acc: 0.8906
3/100 [..............................] - ETA: 52s - loss: 0.3423 - acc: 0.8750
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95/100 [===========================>..] - ETA: 2s - loss: 0.3092 - acc: 0.8640
96/100 [===========================>..] - ETA: 2s - loss: 0.3115 - acc: 0.8614
97/100 [============================>.] - ETA: 1s - loss: 0.3116 - acc: 0.8609
98/100 [============================>.] - ETA: 1s - loss: 0.3126 - acc: 0.8604
99/100 [============================>.] - ETA: 0s - loss: 0.3125 - acc: 0.8612
100/100 [==============================] - 58s 585ms/step - loss: 0.3140 - acc: 0.8604 - val_loss: 0.5006 - val_acc: 0.7830
Epoch 95/100
1/100 [..............................] - ETA: 54s - loss: 0.2455 - acc: 0.9062
2/100 [..............................] - ETA: 53s - loss: 0.2453 - acc: 0.8750
3/100 [..............................] - ETA: 52s - loss: 0.2351 - acc: 0.8958
4/100 [>.............................] - ETA: 52s - loss: 0.2335 - acc: 0.9062
5/100 [>.............................] - ETA: 51s - loss: 0.2573 - acc: 0.8938
6/100 [>.............................] - ETA: 51s - loss: 0.2712 - acc: 0.8906
7/100 [=>............................] - ETA: 50s - loss: 0.2631 - acc: 0.8929
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9/100 [=>............................] - ETA: 49s - loss: 0.2578 - acc: 0.8854
10/100 [==>...........................] - ETA: 48s - loss: 0.2612 - acc: 0.8781
11/100 [==>...........................] - ETA: 48s - loss: 0.2517 - acc: 0.8864
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86/100 [========================>.....] - ETA: 7s - loss: 0.2943 - acc: 0.8589
87/100 [=========================>....] - ETA: 6s - loss: 0.2939 - acc: 0.8595
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91/100 [==========================>...] - ETA: 4s - loss: 0.2917 - acc: 0.8608
92/100 [==========================>...] - ETA: 4s - loss: 0.2910 - acc: 0.8613
93/100 [==========================>...] - ETA: 3s - loss: 0.2919 - acc: 0.8615
94/100 [===========================>..] - ETA: 3s - loss: 0.2928 - acc: 0.8606
95/100 [===========================>..] - ETA: 2s - loss: 0.2917 - acc: 0.8611
96/100 [===========================>..] - ETA: 2s - loss: 0.2918 - acc: 0.8613
97/100 [============================>.] - ETA: 1s - loss: 0.2909 - acc: 0.8620
98/100 [============================>.] - ETA: 1s - loss: 0.2921 - acc: 0.8619
99/100 [============================>.] - ETA: 0s - loss: 0.2919 - acc: 0.8620
100/100 [==============================] - 59s 590ms/step - loss: 0.2920 - acc: 0.8628 - val_loss: 0.4254 - val_acc: 0.8204
Epoch 96/100
1/100 [..............................] - ETA: 52s - loss: 0.1781 - acc: 0.9062
2/100 [..............................] - ETA: 52s - loss: 0.2461 - acc: 0.9062
3/100 [..............................] - ETA: 52s - loss: 0.2570 - acc: 0.9062
4/100 [>.............................] - ETA: 51s - loss: 0.2316 - acc: 0.9141
5/100 [>.............................] - ETA: 50s - loss: 0.2756 - acc: 0.8938
6/100 [>.............................] - ETA: 50s - loss: 0.2946 - acc: 0.8698
7/100 [=>............................] - ETA: 49s - loss: 0.2824 - acc: 0.8750
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91/100 [==========================>...] - ETA: 4s - loss: 0.2997 - acc: 0.8709
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93/100 [==========================>...] - ETA: 3s - loss: 0.2983 - acc: 0.8716
94/100 [===========================>..] - ETA: 3s - loss: 0.2967 - acc: 0.8723
95/100 [===========================>..] - ETA: 2s - loss: 0.2971 - acc: 0.8724
96/100 [===========================>..] - ETA: 2s - loss: 0.2968 - acc: 0.8730
97/100 [============================>.] - ETA: 1s - loss: 0.2980 - acc: 0.8730
98/100 [============================>.] - ETA: 1s - loss: 0.3000 - acc: 0.8715
99/100 [============================>.] - ETA: 0s - loss: 0.3001 - acc: 0.8715
100/100 [==============================] - 59s 587ms/step - loss: 0.2997 - acc: 0.8715 - val_loss: 0.4760 - val_acc: 0.7938
Epoch 97/100
1/100 [..............................] - ETA: 51s - loss: 0.3071 - acc: 0.8438
2/100 [..............................] - ETA: 50s - loss: 0.3613 - acc: 0.7969
3/100 [..............................] - ETA: 51s - loss: 0.3208 - acc: 0.8438
4/100 [>.............................] - ETA: 50s - loss: 0.3409 - acc: 0.8359
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70/100 [====================>.........] - ETA: 15s - loss: 0.3122 - acc: 0.8634
71/100 [====================>.........] - ETA: 14s - loss: 0.3104 - acc: 0.8644
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77/100 [======================>.......] - ETA: 11s - loss: 0.3147 - acc: 0.8616
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79/100 [======================>.......] - ETA: 10s - loss: 0.3137 - acc: 0.8623
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85/100 [========================>.....] - ETA: 7s - loss: 0.3155 - acc: 0.8613
86/100 [========================>.....] - ETA: 7s - loss: 0.3174 - acc: 0.8596
87/100 [=========================>....] - ETA: 6s - loss: 0.3169 - acc: 0.8602
88/100 [=========================>....] - ETA: 6s - loss: 0.3172 - acc: 0.8596
89/100 [=========================>....] - ETA: 5s - loss: 0.3169 - acc: 0.8595
90/100 [==========================>...] - ETA: 5s - loss: 0.3151 - acc: 0.8603
91/100 [==========================>...] - ETA: 4s - loss: 0.3154 - acc: 0.8608
92/100 [==========================>...] - ETA: 4s - loss: 0.3140 - acc: 0.8613
93/100 [==========================>...] - ETA: 3s - loss: 0.3140 - acc: 0.8615
94/100 [===========================>..] - ETA: 3s - loss: 0.3140 - acc: 0.8616
95/100 [===========================>..] - ETA: 2s - loss: 0.3127 - acc: 0.8621
96/100 [===========================>..] - ETA: 2s - loss: 0.3124 - acc: 0.8616
97/100 [============================>.] - ETA: 1s - loss: 0.3111 - acc: 0.8624
98/100 [============================>.] - ETA: 1s - loss: 0.3096 - acc: 0.8631
99/100 [============================>.] - ETA: 0s - loss: 0.3106 - acc: 0.8629
100/100 [==============================] - 57s 572ms/step - loss: 0.3112 - acc: 0.8624 - val_loss: 0.4667 - val_acc: 0.8154
Epoch 98/100
1/100 [..............................] - ETA: 48s - loss: 0.3957 - acc: 0.9062
2/100 [..............................] - ETA: 50s - loss: 0.4095 - acc: 0.8750
3/100 [..............................] - ETA: 50s - loss: 0.4085 - acc: 0.8542
4/100 [>.............................] - ETA: 50s - loss: 0.3560 - acc: 0.8828
5/100 [>.............................] - ETA: 49s - loss: 0.3493 - acc: 0.8875
6/100 [>.............................] - ETA: 49s - loss: 0.3241 - acc: 0.8906
7/100 [=>............................] - ETA: 48s - loss: 0.3401 - acc: 0.8795
8/100 [=>............................] - ETA: 48s - loss: 0.3253 - acc: 0.8867
9/100 [=>............................] - ETA: 47s - loss: 0.3384 - acc: 0.8750
10/100 [==>...........................] - ETA: 47s - loss: 0.3299 - acc: 0.8781
11/100 [==>...........................] - ETA: 48s - loss: 0.3156 - acc: 0.8892
12/100 [==>...........................] - ETA: 47s - loss: 0.3082 - acc: 0.8932
13/100 [==>...........................] - ETA: 47s - loss: 0.3093 - acc: 0.8942
14/100 [===>..........................] - ETA: 46s - loss: 0.3040 - acc: 0.8973
15/100 [===>..........................] - ETA: 45s - loss: 0.3003 - acc: 0.9000
16/100 [===>..........................] - ETA: 45s - loss: 0.3202 - acc: 0.8848
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19/100 [====>.........................] - ETA: 43s - loss: 0.3035 - acc: 0.8914
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60/100 [=================>............] - ETA: 20s - loss: 0.3041 - acc: 0.8761
61/100 [=================>............] - ETA: 20s - loss: 0.3040 - acc: 0.8755
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66/100 [==================>...........] - ETA: 17s - loss: 0.3026 - acc: 0.8760
67/100 [===================>..........] - ETA: 16s - loss: 0.3014 - acc: 0.8759
68/100 [===================>..........] - ETA: 16s - loss: 0.2994 - acc: 0.8769
69/100 [===================>..........] - ETA: 15s - loss: 0.2995 - acc: 0.8773
70/100 [====================>.........] - ETA: 15s - loss: 0.2984 - acc: 0.8781
71/100 [====================>.........] - ETA: 14s - loss: 0.2964 - acc: 0.8794
72/100 [====================>.........] - ETA: 14s - loss: 0.2951 - acc: 0.8802
73/100 [====================>.........] - ETA: 13s - loss: 0.2928 - acc: 0.8806
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77/100 [======================>.......] - ETA: 11s - loss: 0.2936 - acc: 0.8791
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84/100 [========================>.....] - ETA: 8s - loss: 0.2914 - acc: 0.8799
85/100 [========================>.....] - ETA: 7s - loss: 0.2901 - acc: 0.8805
86/100 [========================>.....] - ETA: 7s - loss: 0.2886 - acc: 0.8816
87/100 [=========================>....] - ETA: 6s - loss: 0.2885 - acc: 0.8815
88/100 [=========================>....] - ETA: 6s - loss: 0.2871 - acc: 0.8821
89/100 [=========================>....] - ETA: 5s - loss: 0.2882 - acc: 0.8817
90/100 [==========================>...] - ETA: 5s - loss: 0.2873 - acc: 0.8823
91/100 [==========================>...] - ETA: 4s - loss: 0.2861 - acc: 0.8833
92/100 [==========================>...] - ETA: 4s - loss: 0.2856 - acc: 0.8832
93/100 [==========================>...] - ETA: 3s - loss: 0.2862 - acc: 0.8824
94/100 [===========================>..] - ETA: 3s - loss: 0.2902 - acc: 0.8814
95/100 [===========================>..] - ETA: 2s - loss: 0.2880 - acc: 0.8820
96/100 [===========================>..] - ETA: 2s - loss: 0.2892 - acc: 0.8816
97/100 [============================>.] - ETA: 1s - loss: 0.2893 - acc: 0.8818
98/100 [============================>.] - ETA: 1s - loss: 0.2880 - acc: 0.8827
99/100 [============================>.] - ETA: 0s - loss: 0.2877 - acc: 0.8827
100/100 [==============================] - 59s 585ms/step - loss: 0.2891 - acc: 0.8823 - val_loss: 0.4392 - val_acc: 0.8211
Epoch 99/100
1/100 [..............................] - ETA: 54s - loss: 0.3886 - acc: 0.8750
2/100 [..............................] - ETA: 53s - loss: 0.3669 - acc: 0.8281
3/100 [..............................] - ETA: 52s - loss: 0.3348 - acc: 0.8438
4/100 [>.............................] - ETA: 52s - loss: 0.2921 - acc: 0.8672
5/100 [>.............................] - ETA: 51s - loss: 0.2809 - acc: 0.8813
6/100 [>.............................] - ETA: 51s - loss: 0.2834 - acc: 0.8750
7/100 [=>............................] - ETA: 50s - loss: 0.2793 - acc: 0.8750
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9/100 [=>............................] - ETA: 49s - loss: 0.2815 - acc: 0.8715
10/100 [==>...........................] - ETA: 49s - loss: 0.3017 - acc: 0.8594
11/100 [==>...........................] - ETA: 48s - loss: 0.3249 - acc: 0.8466
12/100 [==>...........................] - ETA: 47s - loss: 0.3261 - acc: 0.8438
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14/100 [===>..........................] - ETA: 46s - loss: 0.3210 - acc: 0.8504
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70/100 [====================>.........] - ETA: 15s - loss: 0.3192 - acc: 0.8503
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77/100 [======================>.......] - ETA: 11s - loss: 0.3218 - acc: 0.8493
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84/100 [========================>.....] - ETA: 8s - loss: 0.3185 - acc: 0.8510
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86/100 [========================>.....] - ETA: 7s - loss: 0.3175 - acc: 0.8523
87/100 [=========================>....] - ETA: 6s - loss: 0.3198 - acc: 0.8519
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89/100 [=========================>....] - ETA: 5s - loss: 0.3184 - acc: 0.8528
90/100 [==========================>...] - ETA: 5s - loss: 0.3182 - acc: 0.8523
91/100 [==========================>...] - ETA: 4s - loss: 0.3171 - acc: 0.8532
92/100 [==========================>...] - ETA: 4s - loss: 0.3173 - acc: 0.8531
93/100 [==========================>...] - ETA: 3s - loss: 0.3168 - acc: 0.8537
94/100 [===========================>..] - ETA: 3s - loss: 0.3164 - acc: 0.8536
95/100 [===========================>..] - ETA: 2s - loss: 0.3171 - acc: 0.8532
96/100 [===========================>..] - ETA: 2s - loss: 0.3166 - acc: 0.8531
97/100 [============================>.] - ETA: 1s - loss: 0.3164 - acc: 0.8540
98/100 [============================>.] - ETA: 1s - loss: 0.3186 - acc: 0.8535
99/100 [============================>.] - ETA: 0s - loss: 0.3195 - acc: 0.8531
100/100 [==============================] - 59s 592ms/step - loss: 0.3183 - acc: 0.8536 - val_loss: 0.4283 - val_acc: 0.8211
Epoch 100/100
1/100 [..............................] - ETA: 53s - loss: 0.1721 - acc: 0.9688
2/100 [..............................] - ETA: 52s - loss: 0.1918 - acc: 0.9375
3/100 [..............................] - ETA: 52s - loss: 0.1923 - acc: 0.9375
4/100 [>.............................] - ETA: 52s - loss: 0.1748 - acc: 0.9531
5/100 [>.............................] - ETA: 51s - loss: 0.1912 - acc: 0.9500
6/100 [>.............................] - ETA: 51s - loss: 0.2399 - acc: 0.9167
7/100 [=>............................] - ETA: 50s - loss: 0.2458 - acc: 0.9018
8/100 [=>............................] - ETA: 50s - loss: 0.2368 - acc: 0.9062
9/100 [=>............................] - ETA: 49s - loss: 0.2412 - acc: 0.9062
10/100 [==>...........................] - ETA: 48s - loss: 0.2490 - acc: 0.9000
11/100 [==>...........................] - ETA: 46s - loss: 0.2657 - acc: 0.8958
12/100 [==>...........................] - ETA: 45s - loss: 0.2642 - acc: 0.8967
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15/100 [===>..........................] - ETA: 44s - loss: 0.2558 - acc: 0.8987
16/100 [===>..........................] - ETA: 44s - loss: 0.2571 - acc: 0.8992
17/100 [====>.........................] - ETA: 44s - loss: 0.2576 - acc: 0.8958
18/100 [====>.........................] - ETA: 43s - loss: 0.2666 - acc: 0.8911
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97/100 [============================>.] - ETA: 1s - loss: 0.2919 - acc: 0.8708
98/100 [============================>.] - ETA: 1s - loss: 0.2933 - acc: 0.8705
99/100 [============================>.] - ETA: 0s - loss: 0.2923 - acc: 0.8712
100/100 [==============================] - 59s 588ms/step - loss: 0.2936 - acc: 0.8709 - val_loss: 0.4497 - val_acc: 0.8046
model %>% save_model_hdf5("cats_and_dogs_small_2.h5")